diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index eec1171f783b643d2095924114fbb687e17a714f..e9f94722d73d3654f3ccebc539eb64dcf7870df3 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": "20260626T180014Z", - "generated_at": "2026-06-26T18:10:11Z", + "snapshot_id": "20260627T000016Z", + "generated_at": "2026-06-27T00:09:44Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,118 +1050,21 @@ ] }, { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, - "issue_numbers": [ - 41211 - ], - "pr_numbers": [ - 41356, - 44339 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, - "shared_filenames": [ - "docs/source/en/model_doc/deimv2.md", - "src/transformers/models/deimv2/__init__.py", - "src/transformers/models/deimv2/configuration_deimv2.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "tests/models/deimv2/__init__.py", - "tests/models/deimv2/test_modeling_deimv2.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/model_doc/deimv2.md", - "left_ranges": [ - [ - 1, - 132 - ] - ], - "right_ranges": [ - [ - 1, - 65 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/__init__.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ - [ - 1, - 29 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", - "left_ranges": [ - [ - 1, - 74 - ] - ], - "right_ranges": [ - [ - 1, - 266 - ] - ] - }, - { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ - [ - 1, - 1734 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46897.", + "cluster_id": "cluster-46894-7", + "summary": "Cluster of 3 issues and 4 PRs centered on issue #46897.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46897, - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46897, + 46901 ], "pr_numbers": [ 46895, 46898, + 46903, 46916 ], "evidence_types": [ @@ -1181,6 +1084,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.249, + "size_similarity": 0.874, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.495, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46895, "right_pr_number": 46916, @@ -1234,6 +1148,17 @@ } ] }, + { + "left_pr_number": 46898, + "right_pr_number": 46903, + "code_similarity": 0.125, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.099, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46898, "right_pr_number": 46916, @@ -1294,6 +1219,116 @@ ] } ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46916, + "code_similarity": 0.17, + "size_similarity": 0.737, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.154, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] } ] }, @@ -1989,75 +2024,6 @@ } ] }, - { - "cluster_id": "cluster-46909-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46909.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46909, - "canonical_pr_number": 46923, - "issue_numbers": [ - 46909 - ], - "pr_numbers": [ - 46915, - 46923 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46915, - "right_pr_number": 46923, - "code_similarity": 0.622, - "size_similarity": 0.477, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.341, - "shared_filenames": [ - "docs/source/en/model_doc/dia.md" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/model_doc/dia.md", - "left_ranges": [ - [ - 42, - 62 - ], - [ - 76, - 92 - ], - [ - 106, - 122 - ] - ], - "right_ranges": [ - [ - 47, - 56 - ], - [ - 75, - 84 - ], - [ - 102, - 110 - ], - [ - 114, - 119 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2394,12 +2360,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46897, "duplicate_issue_numbers": [ - 46894 + 46894, + 46901 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2511,30 +2478,22 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46898, 46916 ], "target_issue_number": 46897, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46909-3", - "canonical_pr_number": 46923, - "duplicate_pr_numbers": [ - 46915 - ], - "target_issue_number": 46909, - "reason": "PRs in cluster-46909-3 are treated as duplicates because they converge on issue #46909 with closing_reference evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46897 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-7", "issue_number": 46897, - "reason": "Issue #46897 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 9 inbound references.", - "score": 159.0 + "reason": "Issue #46897 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 0 discussion comments plus 9 inbound references.", + "score": 179.0 }, "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 1c7c8fc5f2658f564744253dbac8734af8c539ec..492c8396705fffb3dfa973d2e4900ddef9b183de 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": "20260626T180014Z", - "generated_at": "2026-06-26T18:10:11Z", + "snapshot_id": "20260627T000016Z", + "generated_at": "2026-06-27T00:09:44Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,382 +132,418 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "e57caac5f04946b685b34c61db3aa01ef85311216039204de458db7e02c077ad", + "prepared_review_unit_hash": "f27c9dab842b01c1c54ea093d0737424a4600e462160f23a60088362a2e659ea", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46576, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity cluster with one clear duplicate family around DeepSpeed ZeRO-3/BERT index-out-of-bounds errors, while most other pairs are false positives across unrelated model, docs, and hardware issues.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43638 is the broadest and clearest representative of the one obvious duplicate family: the DeepSpeed ZeRO-3 index-out-of-bounds failure during BERT loading.", + "summary": "Most pairs are false positives across unrelated models/features. The only strong duplicate clusters are DeepSpeed ZeRO-3 zero-sized-tensor index errors, Qwen3.5 MoE rotary-embedding offload/materialization, and a torch 2.4.1 compatibility regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the best anchor: it clearly names the ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure on a Bert model, and it lines up with the closely related Gemma3 ZeRO-3 report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the best issue representative here because it describes the shared concrete failure mode most directly and is the closest true duplicate hub in the set.", + "best_issue_reason": "issue:43638 is the most suitable issue to keep as the representative bug report: concrete error, clear repro context, and it matches the same underlying ZeRO-3 failure seen in the other Bert/Gemma3 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bug classes: Qwen3.5 config attribute missing vs streaming chat/completions failure." + "reason": "Different model and failure mode: config attribute error vs streaming chat/completions issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated symptoms and platforms: AMD GPU failure vs MPS histogram int error." + "reason": "Different subsystems and errors: AMD GPU model failure vs MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime problems: image dtype mismatch vs AMD GPU incompatibility." + "reason": "Different bug classes: dtype mismatch in preprocessing vs AMD GPU/device-map failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same underlying bug." + "reason": "Both are runtime mismatches, but on different models/code paths and not the same concrete bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; no concrete shared code-path." + "reason": "Different models and failures; Nemotron example breakage is unrelated to GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "AMD GPU issue vs GraniteMoEHybrid invalid method; unrelated." + "reason": "Different failures: GPU compatibility vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are different problems." + "reason": "Unrelated errors: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export vs FineGrainedFP8 Qwen3Moe failure; unrelated." + "reason": "Different models and problems: ONNX export vs FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different subsystem and symptom: export bug vs device-map cuda assert." + "reason": "Different failures: export-time ONNX issue vs runtime device-map assert on Qwen3." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are separate issues; only broadly docs-related." + "reason": "Different tasks: table QA crash vs outdated RAG docs/examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they reference different removed content and would not be one PR." + "reason": "Both are v5 docs cleanup, but they reference different removed docs content and are not the same report." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import failure are unrelated." + "reason": "Different code paths: ModernBERT ONNX export vs missing GenerationMixin import." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different topics: Qwen3.5 embedding unpacking vs resume-training remote-code problem." + "reason": "Different training issues: Qwen3.5 embedding unpacking vs resume-with-remote-code failure." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training remote-code issue and YOLO multi-GPU auto device-map issue are unrelated." + "reason": "Different models and symptoms: resume/trust-remote-code issue vs YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different bugs." + "reason": "Both mention mismatches, but one is a mask-shape error and the other is a device mismatch in Gemma4 PLE." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index-style runtime errors, but the error modes and model contexts differ too much to be the same bug." + "reason": "Different tensor-shape failures and different model contexts." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT loading issue vs remote-code resume training issue; unrelated." + "reason": "Different problems: ZeRO-3 init index error vs resume/trust-remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures and contexts; not the same underlying bug." + "reason": "Different error signatures and model paths; only share a generic IndexError wording." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index error and Qwen3.5 video token mismatch are unrelated." + "reason": "Different modalities and causes: mask/tensor shape mismatch vs video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and failures; no concrete shared fix." + "reason": "Different systems: generic mask-shape error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume issue and Nemotron example breakage are unrelated." + "reason": "Different models and failure modes; not the same underlying bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training resume are unrelated." + "reason": "Unrelated: video embedding StopIteration vs model resume/remote-code issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Different areas entirely: BarkProcessor preset handling vs ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures differ: collective mismatch vs zero-3 index-out-of-bounds." + "reason": "Both involve DeepSpeed, but the errors and models differ; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 empty-tensor index-out-of-bounds failure during BERT loading; one is just a narrower variant of the other." + "reason": "Same ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model init/loading; model wording differs but the bug appears identical." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS MoE TP failure are unrelated." + "reason": "Different features and failure points: Liger Kernel cross-entropy call vs tensor-parallel MoE issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization issue and LoRA merge/save mismatch are different bugs." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error vs LoRA merge inconsistency are unrelated." + "reason": "Different models and errors: NVFP4 runtime issue vs LoRA weight merge inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Voxtral processor failure and remote-code model_class config_class error are unrelated." + "reason": "Different bug classes: processor failure vs remote-code model_class config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and failure modes; no shared bug." + "reason": "Different models and issues: dtype mismatch in preprocessing vs YOLO multi-GPU device-map failure." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but one is a weight dimensionality error and the other is a collective mismatch; not the same bug." + "reason": "Both mention DeepSpeed, but the concrete runtime errors and scenarios differ." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is different from the mask index error." + "reason": "Different failure modes: activation-checkpointing/FSDP recompute mismatch vs mask-shape IndexError." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same component family, but CPU offload incompatibility and uninitialized memory after to_empty() are distinct bugs." + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding/offload path; both point to broken `Qwen3_5MoeTextRotaryEmbedding` handling around materialization/offload." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS MoE histogram issue and YOLO multi-GPU device-map issue are unrelated." + "reason": "Different hardware/backend problems: MPS histogram op vs YOLO multi-GPU device-map failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero-3 BERT index error and GPT-OSS TP failure are different problems." + "reason": "Different subsystems and symptoms: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch vs custom trainer signature change are unrelated." + "reason": "Different training bugs: FSDP/activation checkpointing recompute mismatch vs CustomTrainer argument error." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT loading bug vs GPT-OSS MoE TP issue are unrelated." + "reason": "Different failure classes: ZeRO-3 index error vs tensor-parallel MoE issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model paths and symptoms; not the same bug." + "reason": "Different models and bugs: image dtype mismatch vs GraniteMoEHybrid invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models, hardware, and failure contexts; no shared fix." + "reason": "Different model/runtime failures: Qwen NVFP4 issue vs GPT-OSS AMD GPU issue." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding issue and Qwen3.5 video token mismatch are unrelated." + "reason": "Both are Gemma/Qwen multimodal issues, but one is inputs_embeds reverse lookup and the other is video token/template mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral regex crash are different bugs." + "reason": "Different models and failure points: Gemma3 config attribute vs Mistral tokenizer regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both mention torch 2.4.1 incompatibility, but one is tied to transformers 5.8.0 and the underlying failure is not specific enough to treat as the same bug." + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the second report is a shorter version of the same incompatibility." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup; different code paths." + "reason": "Different Gemma4 issues: device mismatch in forward vs expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic Torch 2.10 incompatibility vs Qwen NVFP4 runtime error; unrelated." + "reason": "Generic incompatibility vs a specific Qwen NVFP4 runtime failure; not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 device-map cuda assert are different issues." + "reason": "Different failures: FSDP/activation checkpointing vs Qwen3 auto device mapping assert." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram int error are unrelated." + "reason": "Different model paths and causes; only both are device/dtype-related at a high level." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Torch dynamo grouped_mm error and image-preprocessor dtype mismatch are different bugs." + "reason": "Different models and errors: Mixtral torch dynamo tracing failure vs dtype mismatch in Mistral preprocessing." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch vs Qwen NVFP4 error is not the same bug." + "reason": "Different models and runtime errors; not the same underlying issue." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Different model families and bugs; no evidence of shared root cause." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen-related, but one is an NVFP4 runtime error and the other is a TRL embedding unpacking issue." + "reason": "Different model/runtime paths: Qwen NVFP4 failure vs Qwen3.5 embeddings with TRL SFT trainer." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: invalid method in GraniteMoEHybrid vs unimplemented MPS histogram op." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; both are runtime errors but not the same bug." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes; not a duplicate." + "reason": "Different code paths: TRL SFT embedding unpacking vs tensor-parallel GPT-OSS issue." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Dtype mismatch and MPS histogram error are unrelated." + "reason": "Different models and backends; not the same bug." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL/Qwen embedding unpacking are unrelated." + "reason": "Different areas: Liger Kernel cross-entropy vs TRL SFT embedding handling." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Same broad ZeRO-3 loading area, but different models and error context; not clearly the same underlying bug." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model loading/init; model names differ, but the underlying bug looks identical." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they cover different removed references and should not be merged as one duplicate." + "reason": "Both are v5 docs updates, but they reference different removed commands/tasks and should not be merged as the same issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram int error are unrelated." + "reason": "Different backends and failures: autocast dtype mismatch vs MPS integer op limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model paths and different mismatch types; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: DeepSpeed collective mismatch vs CustomTrainer API breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and errors; no shared root cause." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Completely different topics: AMD GPU model failure vs RAG example/documentation issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue and mask shape IndexError are unrelated." + "reason": "Different failures and code paths; only a generic runtime-shape flavor in common." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the one accepted soft-edge pair (43596 \u2194 43638) is well supported by the packet: both are near-identical DeepSpeed ZeRO-3/BERT index-out-of-bounds failures. The remaining rejections are mostly appropriately cautious given the differing models, subsystems, or hardware contexts." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The accepted clusters are supported by closely matching titles and error signatures (the ZeRO-3 index-out-of-bounds reports, the Qwen3.5 MoE rotary/offload reports, and the torch 2.4.1 incompatibility reports), while the rejected pairs generally differ by model, backend, or failure mode. No pull-request mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -621,292 +657,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "e106e8db2be6abc313510784bc8854f6951a540f6e9b415493e756b25bfbce50", + "prepared_review_unit_hash": "259d051695b415c3d8c1bf70d8344bb29ff8e8248eb3bdbfc9b9e2c32d8aaf58", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose cluster of unrelated bug reports. The only clear duplicate-like soft edge is the AutoTokenizer v5 regression pair; the rest differ by model, API path, or failure mode and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader AutoTokenizer v5 token-ID regression across multiple model families, subsuming the narrower Granite-only report in issue:45812.", + "summary": "The cluster is mostly a grab bag of unrelated model/runtime regressions, but there are two plausible duplicate pockets: ZeRO-3 loading index errors and AutoTokenizer v5 regression reports. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest instance of the tokenizer regression across multiple models, subsuming the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global representative: broad scope, clear regression framing, and likely shared root cause with related tokenizer reports.", + "best_issue_reason": "issue:45920 is the most suitable global issue target: broad scope, clear symptom, and strongest chance of collecting related reports about the same tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different problems: corrupted checkpoint vs missing-loaded weights in a different model family." + "reason": "Both are model-load failures, but they affect different architectures and failure modes; not the same concrete bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version compatibility, but they describe different concrete failures and release contexts." + "reason": "Different incompatibility reports (torch/version matrix vs USE_DISTRIBUTED=0); too broad to merge." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different stack and symptom: vLLM/PaddleOCR-VL load failure vs PyTorch distributed support regression." + "reason": "Different runtime stacks and symptoms; one is vLLM/PaddleOCR-VL loading, the other is PyTorch distributed support." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are index errors under DeepSpeed ZeRO-3, but they affect different models and likely different code paths." + "accept": true, + "reason": "Same ZeRO-3 loading path and same out-of-bounds-zero-size indexing failure; model-specific titles but likely one underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto device-map CUDA assert are unrelated failures." + "reason": "Both mention model/runtime failures, but the concrete problems are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation-related, but they cover different docs and different stale references." + "reason": "Docs-only issues about different stale references; not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated runtime storage lookup error vs PyTorch distributed build/runtime incompatibility." + "reason": "Unrelated runtime errors with different root causes." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime issues with no shared concrete bug." + "reason": "Different subsystems and symptoms; no shared code-path problem." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Wrong detokenization and outdated RAG examples are unrelated." + "reason": "One is a tokenizer/detokenization bug, the other is outdated RAG docs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Qwen3-vl video stop-iteration are different paths." + "reason": "Different feature paths and failures; no shared concrete bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE is unrelated to video token/feature mismatch in Qwen3.5." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." + "reason": "Processor failure and device-map mismatch are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are not the same issue." + "reason": "Different model-loading/compatibility problems without a shared code fix." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "Checkpoint-loading bug vs docs issue; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and PyTorch USE_DISTRIBUTED=0 support regression are different compatibility problems." + "reason": "Both involve regressions in recent versions, but the specific breakages differ." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader multi-model manifestation and 45812 is a narrower Granite-specific report." + "reason": "Same underlying AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs failed checkpoint loading for a different architecture." + "reason": "Both are load failures, but for different models and likely different causes." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes parameter incompatibility is unrelated to distributed support changes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and RAG docs issues are unrelated." + "reason": "Different issues: model execution on NVFP4 vs documentation cleanup." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Gemma sliding-window and device-map failures." + "reason": "Both mention sliding_window-related behavior, but the concrete bugs and contexts differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the affected model/load setup differs enough that they are not the same bug." + "reason": "Both are index errors, but the tensor shapes, trigger conditions, and model paths are different." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load failure and table-question-answering crash are unrelated." + "reason": "Unrelated task/runtime failures." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit test load failure for GLM-4.7 and Ovis2 checkpoint corruption are different issues." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are different breakages." + "reason": "General compatibility complaint vs pydantic/config regression; not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash do not share a concrete code path." + "reason": "Tokenizer regression vs task crash; unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic model-field regression." + "reason": "Different model/runtime problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index error with BertModel is not the same as the Torch 2.4.1 compatibility report." + "reason": "ZeRO-3 loading index error and torch-version incompatibility are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5 and chat, but one is a model crash and the other is a streaming chat/completions API failure." + "reason": "Different Qwen3.5 failures with different triggers and code paths." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure and YOLO multi-GPU device-map failure are different code paths." + "reason": "Different model families and different execution paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime failure and table QA task crash are unrelated." + "reason": "Different features and symptoms; no shared bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config regression and Gemma4 auto device-map mismatch are different bugs." + "reason": "Different models and different failure modes." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram implementation error are unrelated." + "reason": "Streaming API failure vs MPS histogram op limitation; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and Gemma3TextConfig attribute errors are unrelated." + "reason": "ImportError vs config-attribute error; not the same underlying issue." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing failure and MPS histogram type error are different issues." + "reason": "torch dynamo/grouped_mm tracing error and MPS histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are distinct runtime problems." + "reason": "Different numerical/runtime failures on different model paths." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compilation error are unrelated." + "reason": "Processor bug and template-compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different model-specific issues." + "reason": "Weight-tying bug and corrupted checkpoint/load failure are different problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + "reason": "Invalid method call in one model vs multi-GPU device-map failure in another." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index-related errors, but the models and failure contexts differ." + "reason": "Both are index errors, but they arise from different shapes and different failure points." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class handling are different bugs." + "reason": "Different compatibility and loading issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig regression are unrelated." + "reason": "Missing config field vs pydantic model field breakage; not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device placement are different problems." + "reason": "Torch/distributed incompatibility and Gemma4 device placement are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and stays conservative. The only clearly supported duplicate-like edge is issue:45812 \u2194 issue:45920, which both describe the AutoTokenizer v5 wrong-token-ID regression, with 45920 being the broader multi-model report. The remaining rejected pairs are appropriately treated as separate bugs based on differing model families, APIs, or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pockets are supported by the issue titles/body patterns (ZeRO-3 index errors; AutoTokenizer v5 regression), and the other pair judgments are cautious. No PRs are present, so the null PR fields are appropriate." }, "evaluator_used": true, "retried": false, @@ -1009,227 +1045,230 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "db2c189a91c1be95a2761d79df723dc3b41b003e196acf962b3712354668e83c", + "prepared_review_unit_hash": "934302821de3b2b9708d602d2a7af23eadd463cbcf50dc8d003421d634922bdc", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36886, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are only superficially similar; they span unrelated Transformers bugs across loading, quantization, MoE, tokenization, video, and docs. None of the soft pairs look like the same concrete underlying bug/change, so all should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45005 is the broadest hub in this set and has the most similarity links, but it still does not truly subsume the others.", + "summary": "This cluster is mostly heterogeneous, with only a few soft pairs looking like true duplicates: the Qwen3.5 video regression pair, the trust_remote_code custom-module cache collision pair, and the shared input-validation/error-message pair. The rest appear to be different bugs, models, or subsystems despite surface similarity.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45183 is the best umbrella issue among the likely duplicates because it describes a shared validation path and spans multiple models, while the other items are mostly narrower model-specific manifestations or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the most plausible representative by breadth and centrality among the provided issues, even though the cluster is not actually cohesive.", + "best_issue_reason": "Issue 45183 is the strongest global issue anchor in this set: broad enough to subsume the T5-specific follow-up, concrete enough to be actionable, and closer to a shared code-path bug than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs GGUF/gpt-oss architecture support." + "reason": "Different problem areas: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM/reserved-memory growth is not the same bug as tied-weights handling on translation models." + "reason": "Both mention training/model correctness, but one is int4 memory/OOM and the other is tied-weights behavior on translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related errors, but one is a generic mask indexing mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Both are shape-related errors, but the model and failure path differ; not the same concrete bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing failure for Mixtral is a different code path from GPT-OSS tensor-parallel support." + "reason": "Both involve MoE models, but one is a torch-dynamo grouped_mm tracing error and the other is a tensor-parallel issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Different modalities and code paths: autocast dtype mismatch vs chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated bugs." + "reason": "Unrelated topics: GGUF architecture support vs Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to the pydantic PretrainedConfig field regression." + "reason": "init_empty_weights/_is_hf_initialized loading issue is unrelated to the PretrainedConfig pydantic break." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig serialization are different issues." + "reason": "Qwen3-MoE sliding-window handling and pydantic config-field break are different bugs." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is zero-sized indexing during deepspeed zero3/BertModel init." + "reason": "Both raise IndexError, but one is a mask/tensor length mismatch and the other is a ZeRO-3 init empty-tensor indexing bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are not the same concrete bug." + "reason": "One is remote_code breakage in recent transformers; the other is a torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is distinct from Qwen3.5 video token/feature count mismatch." + "reason": "Both are multimodal mismatches, but image-preprocessor dtype mismatch and video-token/feature mismatch are different code paths." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 poor text embeddings vs nonsensical AutoModel/pipeline output are related only at a very high level." + "reason": "Same model family, but one is a quality/regression report and the other is a bad AutoModel/pipeline output bug; not clearly the same root cause." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "A broad v5.3 video regression across multiple Qwen models is not the same as the specific apply_chat_template video mismatch in Qwen3.5-9B." + "accept": true, + "reason": "46294 looks like a concrete Qwen3.5 video-input repro of the broader v5.3.0 video regression described in 44479." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated subsystems." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after meta->to_empty are different bugs." + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different model-init bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel initialization failure is unrelated to resuming training with local models and trust_remote_code." + "reason": "ZeRO-3/BertModel indexing failure is unrelated to locally downloaded remote-code resume behavior." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 problems and remote-code model_class/config_class AttributeError are different code paths." + "reason": "Flash Attention 2 integration and remote-code model_class/config_class loading are separate issues." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Dtype mismatch in image preprocessing is not the same as Qwen3.5 input-embedding unpacking with TRL SFT." + "reason": "Different failures: multimodal dtype mismatch vs SFT trainer unpacking error." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are unrelated." + "reason": "FSDP weight-dimension RuntimeError and Qwen3.5 input-embedding unpacking are not the same bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss and GLM5 model-loading/behavior are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback blocking are unrelated." + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback blocking are different issues." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both concern trust_remote_code/custom modules, but cache-path collision and loading the wrong module after save_pretrained are distinct bugs." + "accept": true, + "reason": "Both point to trust_remote_code custom-module cache resolution returning the wrong module; the second looks like another manifestation of the same cache-key/path-collision bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head in Mistral3 image-text generation is not the same concrete issue as translation-model tied weights in v5." + "reason": "Both involve tied weights, but they affect different model families and code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn2 fallback gating are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different problem from tied-weights handling." + "reason": "Quantization offloading/OOM behavior is not the same as tied-weights regression." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to translation-model tied weights." + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are different subsystems and symptoms." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and docs mentioning a removed command are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to a docs typo about the removed run command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same bug as outdated run-command documentation." + "reason": "Cache-strategies typo and removed run-command docs issue are separate documentation bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regressions." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "These are both validation-message bugs, but one is XOR input_ids/inputs_embeds handling and the other is T5 decoder-input validation; not the same concrete change." + "accept": true, + "reason": "Both describe the shared input-validation path producing wrong or misleading decoder/input_ids/inputs_embeds errors; 46463 is a T5-specific instance of the broader 45183 bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms." + "reason": "Different tokenizer regressions on different model families; no clear shared concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted soft pairs are plausibly duplicate/near-duplicate manifestations based on the issue titles, and the rejected pairs are described cautiously without overclaiming. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1328,20 +1367,20 @@ "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "4d493b836e887b56bf853a2d28bd12de0a921099cb962288c3f130507c7b136d", + "prepared_review_unit_hash": "d7238da07d9010c42ab0df1887da34a87f3254ab3fec343a82eab203993be88d", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37032, + "serialized_chars": 37030, "estimated_input_tokens": 9258, "estimated_eval_tokens": 18772 }, @@ -1350,204 +1389,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate family around Transformers 5.x non-persistent buffer corruption, plus one around `cache.get_seq_length()` returning a tensor instead of an int. Most other pairs are only superficially similar by model/subsystem.", + "summary": "Most items are unrelated, but there are a few real duplicate subclusters: the strongest is the Transformers 5.x non-persistent-buffer corruption regression, plus a smaller static-cache seq-length contract issue and a likely SigLIP2 implementation discrepancy pair. No PRs are present.", "confidence": 0.86, - "canonical_issue_reason": "Issue 43950 is the broadest/root-cause report for the non-persistent-buffer regression and best covers the related duplicate reports.", + "canonical_issue_reason": "issue:43950 is the clearest umbrella report for the non-persistent-buffer regression: it names the concrete failure (`register_buffer(persistent=False)`) and frames it as a Transformers 5.x regression, which subsumes the narrower duplicate reports in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the most representative issue: it states the underlying regression clearly, is not overly model-specific, and matches the strongest duplicate candidates.", + "best_issue_reason": "issue:43950 is the strongest canonical issue for the cluster because it is specific, broadly applicable, and has the cleanest root-cause framing among the duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/output complaints, but they involve different models and different failure modes; not the same concrete bug." + "reason": "Different problems: tokenizer detokenization regression vs an NVFP4 loading/runtime error." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and different code paths: TRL SFT unpacking vs an invalid model method call." + "reason": "Different model/training paths and different failure modes; no shared concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers 5.x mishandling non-persistent buffers leading to junk/uninitialized values." + "reason": "Same underlying bug: Transformers 5.x corrupting non-persistent buffers / filling them with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc-example errors and a model quality/performance complaint are not the same bug." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch/quantization issue and the other is a quality regression; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption regression in Transformers 5.x, described from the reverse angle." + "reason": "Same regression: `from_pretrained()` mishandling non-persistent buffers in Transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated training API mismatch vs DeepSpeed loading failure." + "reason": "Unrelated issues: custom `compute_loss` signature vs DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage related, but the concrete errors and code paths differ." + "reason": "Different incompatibilities with different root causes; no evidence they are the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model-specific dtype/autocast vs RLHF/SDPA behavior; not the same bug." + "reason": "Both touch Qwen/Phi attention behavior, but the concrete failures differ (dtype mismatch vs 3D position_ids/SDPA fallback/Nan explosion)." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same API contract break: `cache.get_seq_length()` returns a tensor instead of an int, causing downstream failures." + "reason": "Same API contract issue around `cache.get_seq_length()` returning the wrong type/device-shaped value, with 46858 being a backend-specific manifestation." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the reports target different model families and specific breakages." + "reason": "Both are tokenizer regressions, but 46489 is a model-specific gap in a prior fix while 45920 is a broader multi-model token-ID regression; not clearly the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "A model embedding-quality complaint is not the same as a tokenizer-version change issue." + "reason": "Different scope: SigLIP2 embedding quality vs a general tokenization-version change." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but the observed symptoms and likely causes are different." + "reason": "Related model family, but zero probabilities and degraded text embeddings are not the same concrete failure." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same family of non-persistent-buffer corruption/uninitialized-memory regression after materialization/loading." + "reason": "Same non-persistent-buffer corruption class; 45902 is a specific manifestation after `meta -> to_empty(cuda)` materialization." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error message for tokenizer loading is unrelated to missing model attribute behavior." + "reason": "Different model-loading failures with unrelated causes." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related but describe different discrepancies and likely different causes." + "accept": true, + "reason": "Likely same SigLIP2 implementation discrepancy: 43493 states the HF-vs-JAX mismatch directly, and 43054 reports the quality impact of that mismatch." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but one is flash-attn packed-sequence handling and the other is CPU-offload rotary embedding compatibility." + "reason": "Different bugs: Flash Attention packed-sequence misinterpretation vs CPU-offload incompatibility in a rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing and int4 quantization OOM are different optimization issues." + "reason": "Unrelated: LoRA gradient checkpointing behavior vs int4 quantization memory growth/OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 per-layer state rebuild vs non-persistent-buffer materialization bug are different code paths." + "reason": "Different models and different mechanisms; no shared code-path bug is evident." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different loading failures." + "reason": "Different loading errors and no clear common root cause." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise vs a specific model loading failure are not duplicates." + "reason": "One is about noisy logging during load, the other is a real model-loading failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization issue and import error on Python 3.13 are unrelated." + "reason": "Tokenizer detokenization bug vs import error in flash-attn feature detection; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but the symptoms and likely fixes differ." + "reason": "Different severity and symptoms; noisy loading vs failing to load a specific model." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error is unrelated to early stopping metric selection." + "reason": "Different training-time issues: DeepSpeed weight shape error vs early-stopping metric lookup." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Training-memory inefficiency and gradient-checkpointing behavior are not the same bug." + "reason": "Both mention training efficiency, but they describe different models and different problems." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config omission is related to, but not the same as, the broader remote-code breakage report." + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` results and the other is a broad model-loading breakage; not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/loading failures with different quantization and distributed settings." + "reason": "Different models and backend/config failures; no duplicate evidence." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback logic are unrelated." + "reason": "Tokenizer loading regression vs flash-attn fallback gating issue; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Model import failure and bitsandbytes parameter incompatibility are different problems." + "reason": "ImportError for a missing model class vs bitsandbytes `Int8Params` keyword incompatibility." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model families and unrelated failures." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "A model-loading failure and a missing attribute on another model are not the same underlying bug." + "reason": "Different concrete failures: model loading vs missing attribute on a different model class." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram limitation and Gemma4 device-mismatch are distinct issues." + "reason": "Both are device/backend related, but the failures are different and not the same code-path bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet. The summary stays conservative, and the accepted soft-edge pairs are plausibly the same bug families from the titles: the Transformers 5.x non-persistent-buffer regression cluster and the `cache.get_seq_length()` contract regression. The rejected pairs are also cautious and generally supported by the issue titles." + "feedback": "The summary is well grounded in the packet, and the soft-edge judgments stay conservative overall. The identified duplicate subclusters are plausible from the issue titles alone, especially the non-persistent-buffer regression cluster and the seq_length contract pair. No PR mergeability concerns apply because there are no PRs in the packet." }, "evaluator_used": true, "retried": false, @@ -1625,8 +1664,8 @@ "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:45715|issue:46315", - "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45488|issue:46489", "issue:46894|issue:46897", "issue:43872|issue:46869", "issue:43404|issue:43950", @@ -1648,20 +1687,20 @@ "issue:44530|issue:44863", "issue:44863|issue:46402" ], - "prepared_review_unit_hash": "bb65905f513d32be23c654c2367a945f8d6d3412137818a2d1fe690d9ac710d0", + "prepared_review_unit_hash": "667c52ecf593181218a08f2525f8cbd8d98077e20be3fbe24015f82ee3b00c61", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 37084, + "serialized_chars": 37083, "estimated_input_tokens": 9271, "estimated_eval_tokens": 18798 }, @@ -1670,192 +1709,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated single-issue regressions. The clearest duplicate clusters are the v5 docs cleanup, the `_is_hf_initialized`/`init_empty_weights` compatibility regression, and the repeated training-loss double-shift reports; most other soft edges are only loosely similar and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43872 is the strongest anchor: it is a concrete, widely-impacting runtime compatibility regression with a crisp failure signature, and it has the clearest close duplicate-style follow-up in 44291. It is more actionable and representative than the broader or more speculative matches in the set.", + "summary": "This set is mostly heterogeneous transformer/model-loading and docs issues. I see three true duplicate-style pairs: the v5 docs cleanup, the training-loss double-shift regression, and the identical mask/shape-mismatch runtime error. The rest are related by subsystem only, not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46897 is the strongest canonical anchor among the true-duplicate candidates: it has the clearest duplicate-style title, the highest inbound reference count in that mini-cluster, and cleanly captures the underlying training-loss double-shift regression.", "canonical_pr_reason": null, - "best_issue_reason": "43872 is the best issue to keep as the representative canonical bug in this batch because the symptom is specific, reproducible, and clearly tied to a single compatibility break.", + "best_issue_reason": "46897 is the best overall issue representative for this cluster because it is explicit, high-signal, and tightly matches another report without extra model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch tokenizer/attention-related code, but one is a Mistral regex patch crash and the other is flash-attn fallback blocking; different code paths and fixes." + "reason": "Same general tokenizer/flash-attn area, but different failure modes: regex patch crash vs fallback gating checks." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regressions and a device_map auto PLE device mismatch are different failure modes." + "reason": "Both involve model loading, but one is remote_code breakage and the other is a device mismatch in Gemma4 PLE." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` registry logic is unrelated to the broader remote-code breakage described here." + "reason": "Different bugs: one is add-new-model-like failing on TOKENIZER_MAPPING_NAMES, the other is remote_code regressions." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/LoRA, but one is a model-compatibility/loading break and the other is a warning about `tie_word_embeddings`; not the same bug." + "reason": "Both mention Qwen/LoRA, but one is a hf4.x vs hf5.x load failure and the other is a warning about tie_word_embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and PLE device mismatch are distinct runtime errors." + "reason": "Different concrete problems: dtype mismatch under autocast vs device placement mismatch during forward." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model breakage and Kimi tokenizer codec/regex regression are separate issues." + "reason": "These are distinct tokenizer/model-loading regressions affecting different models and code paths." }, { "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`); related area, but not the same bug." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both concern DeepSeek tokenizer behavior, but they target different model families and different symptom descriptions; too broad to merge." + "reason": "Related tokenizer performance regressions, but different APIs and symptoms: convert_ids_to_tokens vs convert_tokens_to_ids." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing pipeline tasks removed in v5; same documentation cleanup." + "reason": "Both report the same docs cleanup needed after v5 pipeline removals; the titles describe the same underlying documentation issue." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior in DeepSeek-family models, but the concrete bugs are different and likely need different fixes." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Both are the same training-loss double-shift bug pattern reported for different model variants; one shared fix could plausibly cover both." + "reason": "Same training-loss double-shift regression, only the model name differs; these look like the same underlying bug report." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "The `_is_hf_initialized` bitsandbytes compatibility issue is unrelated to a YOLO multi-GPU device_map failure." + "reason": "Different failures: bitsandbytes _is_hf_initialized incompatibility vs YOLO multi-GPU device_map auto behavior." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied lm_head regression and silent non-persistent buffer corruption are different model-loading bugs." + "reason": "Different code paths: a tied lm_head bug in Mistral3 versus silent corruption of non-persistent buffers in from_pretrained()." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite multimodal config unwrapping and remote-code `config_class` lookup failures are separate loader problems." + "reason": "Both are config/model-loading issues, but one is about unwrapping text_config and the other about remote-code config_class lookup." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Both describe the same unexpected `_is_hf_initialized` kwarg regression during model initialization/loading." + "accept": false, + "reason": "Same unexpected _is_hf_initialized keyword theme, but one is bitsandbytes Int8Params and the other is init_empty_weights loading." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote-code breakage and the specific missing `config_class` attribute error are not the same underlying bug." + "reason": "Related remote-code/model-loading surface, but the specific bugs differ enough that they should not be merged." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is a model that cannot run at all and the other is a specific `_torch_extract_fbank_features()` issue; not enough evidence of one root cause." + "reason": "Likely related audio/Whisper area, but the titles are too different to confirm the same underlying bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and gradient averaging with GAS are different training-path bugs." + "reason": "Different DeepSpeed/Qwen regressions: missing converted MoE weights vs gradient averaging with GAS and loss kwargs." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad tokenizer error messaging for Voxtral and a tokenizer-loading regression for EMBEDDIA/est-roberta are unrelated." + "reason": "Different tokenizer failures for different models; one is a bad error message, the other is an actual load failure." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing being ineffective under PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag in a remote-code variant." + "reason": "Both mention LoRA/checkpointing, but one is a gradient checkpointing issue and the other is a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "An unexpected `num_items_in_batch` kwarg and a mask/tensor shape mismatch are different failures." + "reason": "Different training/runtime errors: unexpected compute_loss kwarg vs a mask/tensor shape mismatch." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-support issues: one is GLM-4.7 Flash loading in tests, the other is NemotronH checkpoint loading." + "reason": "Different model-loading bugs for different architectures; no clear shared underlying change." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3-family ZeRO-3 load failures, but the model variants and missing-weight manifestations differ enough that they should stay separate." + "reason": "Both are ZeRO-3 loading failures on Qwen variants, but the model-specific symptoms suggest separate bugs." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer error messaging and `cjvt/sleng-bert` loading failure are unrelated." + "reason": "Different tokenizer-loading issues for different models and error surfaces." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion from 3D position_ids/SDPA fallback and a flash_attention `s_aux=None` AttributeError are different code-path problems." + "reason": "Different attention/cache failures: RLHF gradient explosion vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are shape-mismatch IndexErrors, but there is no evidence they share the same root cause or fix." + "accept": true, + "reason": "These report the same mask/tensor shape-mismatch exception signature; the numerical sizes differ but the failure looks identical." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video regressions, but they affect different model families and have different symptoms." + "reason": "Both involve video-related regressions, but one is a broad v5.3.0 video-input regression and the other is a StopIteration in Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight shape error and void segmentation-map preprocessing are unrelated." + "reason": "Unrelated failures: DeepSpeed training weight shape error versus image processor handling of void segmentation maps." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are separate model/runtime issues." + "reason": "Different model-specific issues: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." }, { - "left": "issue:43872", + "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "The `_is_hf_initialized` compatibility regression is unrelated to Sam3Model text-encoder weights not loading." + "reason": "Different model-loading bugs affecting different architectures and checkpoints." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edges are well-supported by near-identical titles or clearly shared cleanup patterns. The rest of the pair verdicts stay appropriately conservative." + "feedback": "Grounded and conservative overall. The three accepted soft pairs are well-supported by the packet: the v5 docs cleanup pair, the training-loss double-shift pair, and the mask/shape-mismatch pair. The canonical issue choice is also justified by the inbound reference counts. The rejected pairs stay appropriately cautious about same-subsystem but different-bug cases." }, "evaluator_used": true, "retried": false, @@ -1962,20 +2001,20 @@ "issue:38175|issue:39692", "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "603d013f23123eb51c09e7cad2d49fa886bfefcf1b71dfbbd513f58ddbe1d77c", + "prepared_review_unit_hash": "0028b39f69d4b5c8769717ad6d6a2dd1fb4dbd12bff69b049e3c177f5dc848cb", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38348, + "serialized_chars": 38346, "estimated_input_tokens": 9587, "estimated_eval_tokens": 19430 }, @@ -1984,222 +2023,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster with a few clear duplicate subclusters, but no single theme spans everything. The strongest duplicate groups are the Transformers v5 non-persistent-buffer regression, SigLIP2 bad-output reports, Gemma4 4-bit dtype-cast failures, and a custom-model initialization regression.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43950 is the clearest anchor for the strongest duplicate subcluster: it precisely describes the v5 `from_pretrained()` corruption of `register_buffer(persistent=False)`, which also subsumes the shorter reports in 43644/44534.", + "summary": "The cluster is mostly a set of unrelated issue reports that only look similar by shared Transformers v5 / model-family keywords. A few true duplicate pairs stand out around non-persistent buffer corruption, Gemma4 4-bit multimodal dtype casting, custom model initialization, and SigLIP2 inference regressions.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical report: it describes a broad Transformers v5 regression, is self-contained, and has an obvious duplicate in 44534 with nearly identical symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue overall because it states the underlying regression most explicitly and is the most actionable/diagnostic of the closely related duplicates.", + "best_issue_reason": "43644 is the best issue candidate because it is the broadest, most actionable regression report in the set and directly anchors one of the clearest duplicate pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different problems: GGUF support for gpt-oss vs a Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different bugs: GGUF/gpt-oss support vs a Float8 storage lookup error in unrelated loading code." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Unrelated failures: DeepSpeed Zero3/Bert index error vs a broad torch-version incompatibility report." + "reason": "Only shares a vague compatibility theme; one is a Bert/DeepSpeed zero3 IndexError, the other is a generic torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different code paths: Qwen2.5-VL rope/position-id scaling vs Qwen3-MoE meta materialization of `inv_freq`." + "reason": "Both involve rotary/position-id logic, but they target different model families and failure modes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "No overlap beyond model family names; GGUF support request vs a sliding-window bug in Qwen3-MoE." + "reason": "Unrelated issues: GGUF gpt-oss support vs a sliding_window problem in Qwen3-MoE." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different underlying bugs: Zero3 Bert training index error vs torch 2.4.1 incompatibility." + "reason": "The Bert zero3 training IndexError is not the same concrete bug as a broad torch compatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but distinct issues: per-layer `shared_kv_states` rebuild vs `device_map=auto` device mismatch." + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto offload mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different subsystems: AudioFlamingo3 batched-track leakage vs Whisper empty-transcription handling." + "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support vs a Float8 storage lookup error." + "reason": "No concrete overlap: GGUF architecture support vs missing Float8 storage handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific Qwen class vs a generic meta-device loading regression." + "reason": "An import error for a specific class is unrelated to meta-device model loading failures." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Non-persistent buffer corruption and a Kosmos2.5 long-input index error are different bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: Qwen3-MoE FineGrainedFP8Config issue vs meta-loading breakage across some models." + "reason": "Qwen3-MoE FP8 config failure is not the same issue as meta-device loading regressions." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/position logic, but the concrete bugs are different and not mergeable as one fix." + "reason": "Both touch attention/cache mechanics, but one is a flash-attention position_id crash and the other is a static-cache slice-arithmetic bug." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video StopIteration." + "reason": "Different subsystems and symptoms: multimodal dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; one is just notebook-specific wording of the same breakage." + "reason": "These are effectively the same custom-model initialization regression; one is the notebook-specific variant of the other." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated: Qwen3-VL video input failure vs an MPS histogram kernel missing for Int tensors." + "reason": "Qwen3-vl video embedding failure and an MPS histogram error in MoE are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures in different models/backends: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position-id handling." + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs flash-attention with 3D position_ids on Qwen3.5." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared bug: a 3d_parallel.py execution problem vs gpt-oss GGUF support." + "reason": "No shared code path: 3d_parallel.py runtime failure vs GGUF gpt-oss support." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a compatibility report for torch 2.4.1." + "reason": "A torch>=2.9 flex_attention compilation failure is not the same as a torch 2.4.1 incompatibility report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-related bugs: video StopIteration vs SFT trainer embedding unpacking." + "reason": "Same broad model family only; the reported failures are different (video StopIteration vs SFT embedding unpacking)." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated import-path issue for `GenerationMixin` vs a Qwen3-MoE FP8 failure." + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 config handling are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different concrete bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 forward-device mismatch is unrelated to the torch 2.4.1 incompatibility report." + "reason": "A Gemma4 device-mapping mismatch is not the same bug as a generic torch compatibility issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case vs Gemma4 PLE device placement bug." + "reason": "Tokenizer-mapping registration failure and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model/processor failure mode: one report shows zero probabilities and the other nonsensical outputs from the same model family." + "reason": "Same SigLIP2 model regression: both describe nonsensical/zero-output inference on google/siglip2-base-patch16-224." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different bugs: video StopIteration vs mask-shape index mismatch." + "reason": "Different error shapes and code paths; both are index-type failures only at a very high level." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization regression; both point to unsafe dtype handling in audio/vision embedders." + "reason": "Same underlying Gemma4 multimodal 4-bit quantization dtype-cast problem, affecting audio/vision embedders." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they are for different model families and different validation failures." + "reason": "Both mention config validation, but they are different models and not the same concrete regression." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated: `_is_hf_initialized` regression vs Kosmos2.5 OCR indexing." + "reason": "Transformers v5 initialization flag breakage and a Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: Zero3/Bert index error vs tokenizer-mapping behavior in add-new-model-like." + "reason": "DeepSpeed zero3 Bert IndexError and add-new-model-like tokenizer mapping failure are distinct problems." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths and symptoms; these are not the same underlying bug." + "reason": "A zero-sized Bert tensor IndexError is unrelated to tokenizer mapping registration logic." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Distinct loading regressions in different model stacks; no clear shared root cause." + "reason": "Qwen3-MoE LoRA/hf5.x compatibility and BitNet packed-weight unpacking are different failures." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer registration edge case vs a tensor shape/indexing bug." + "reason": "Tokenizer mapping registration and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading issues: gpu+cpu offload load failure vs disabling mmap to avoid OOM on Strix Halo." + "reason": "Both concern loading behavior, but the first is gpu+cpu offload dequantization and the second is mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", + "accept": false, + "reason": "The docs example issue includes multiple errors and a processor mismatch, but it is not clearly the same bug as the SigLIP2 zero-probability regression." + }, + { + "left": "issue:43644", + "right": "issue:44534", "accept": true, - "reason": "Same underlying SigLIP2 regression around model/processor mismatch; 39692 adds docs-example failures on top of the same bad setup." + "reason": "Near-exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The identified subclusters are supported by the titles/body cues, and the accepted soft-edge pairs are reasonably mergeable as the same underlying bugfix rather than just thematically similar issues." + "feedback": "The summary is grounded in the packet, and the duplicate calls are generally conservative. The canonical choice of 43644 vs 44534 is well supported by the titles, and the rejected soft-edge pairs mostly stay within cautious bounds given only title-level evidence." }, "evaluator_used": true, "retried": false, @@ -2277,8 +2322,8 @@ "issue:44863|issue:46846", "issue:46459|issue:46512", "issue:45313|issue:45357", - "issue:45507|issue:46468", "issue:44488|issue:44991", + "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:42491|issue:45292", "issue:39692|issue:43994", @@ -2300,20 +2345,20 @@ "issue:43425|issue:43957", "issue:41720|issue:44155" ], - "prepared_review_unit_hash": "fac7adefd08e96300735fdaf953459089415767200680769ed268cba6ba686d0", + "prepared_review_unit_hash": "587e33a21a3f78845232d752b4ba9671641d54464ccbc54d6f26ff8e1267bd09", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36097, + "serialized_chars": 36098, "estimated_input_tokens": 9025, "estimated_eval_tokens": 18306 }, @@ -2322,202 +2367,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with several unrelated model-loading, quantization, tokenizer, and training bugs. The 44451 \u2194 44488 pair is the closest match, but the evidence only supports \u201csimilar BERT-loading failures,\u201d not a confident duplicate/root-cause match.", - "confidence": 0.61, - "canonical_issue_reason": "No strong cluster-wide canonical issue: the packet spans many unrelated regressions. If a representative anchor is needed, 44488 is the broadest BERT-loading report, but the evidence is not strong enough to treat it as a confirmed duplicate target for 44451.", + "summary": "Mostly heterogeneous cluster of unrelated Transformers regressions. Only three soft edges look like true duplicates: the Scandinavian-BERT loading failures, the resize_token_embeddings propagation bug, and the training-loss double-shift bug.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45276 is the best representative among the confirmed duplicate-like items: it states the resize_token_embeddings regression at the right level of abstraction and is broader than the narrower 45335 variant.", "canonical_pr_reason": null, - "best_issue_reason": "44488 is the best representative issue here because it is the broader, later BERT-loading report and has the stronger discussion footprint, but only as a loose anchor rather than a proven duplicate.", + "best_issue_reason": "issue:45276 is the most useful cluster anchor because it is a clear, actionable bug report with a broader formulation that subsumes its duplicate partner.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs Gemma4 token-embedding resize behavior." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility across HF versions vs Gemma4 resize_token_embeddings propagation." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Same model family, but different failures: device-mapping cuda assert vs FineGrainedFP8Config loading." + "reason": "Different failure modes and models: A800 cudaErrorAssert under auto device mapping vs FineGrainedFP8Config on Qwen3Moe." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated problems: Qwen3 MoE FP8 config vs Strix Halo mmap/OOM behavior." + "reason": "Unrelated: Qwen3Moe FP8 config issue vs Strix Halo mmap/OOM behavior." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Very similar BERT-loading symptoms, but the packet does not \u0581\u0578\u0582\u0575\u0581 a shared root cause or deterministic duplicate signal." + "accept": true, + "reason": "Same underlying loading regression for closely related Scandinavian BERT models; both report the latest/current version cannot load the model." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Different models and symptoms: 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/OOM." + "reason": "Different code paths: NemotronH checkpoint loading vs Qwen3.5 TP plan omissions causing OOM/shape errors." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is config state consistency." + "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is from_config stale config state; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but separate bugs: ZeRO-3 loading vs save_pretrained visual-key serialization." + "reason": "Different regressions: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different artifacts and symptoms: GraniteMoEHybrid invalid method vs broken Nemotron example." + "reason": "Both are tokenizer/model-loading regressions, but they affect different models and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both are loading-related, but 44991 is a distinct tokenizer-loading regression for another model family." + "reason": "Unrelated: GraniteMoEHybrid invalid method call vs broken Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.x issues, but one is buffer initialization and the other is custom-model init in Jupyter." + "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffer initialization and the other is Jupyter custom-model init." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Same API surface, but different bugs and model paths; not the same concrete issue." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Different SigLIP2 failures: docs example mismatch/quantization vs nonsensical AutoModel and pipeline results." + "reason": "Both involve SigLIP2, but one is a broken doc example while the other is incorrect inference outputs; not the same issue." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different Qwen3-related failures: accelerate+deepspeed MoE conversion vs unit-test loading error." + "reason": "Different models and loading paths: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but the underlying issues are different: training efficiency vs quantization offloading behavior." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory regressions: Qwen3 MoE training memory vs int4 quantization reserved-memory OOM." + "reason": "Related only at a high level; the specific quantization/OOM regressions are different." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures on different models; no shared code-path evidence." + "reason": "Different bugs: GLM-4.7-Flash test loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume/max_steps bug vs optimizer args being ignored." + "reason": "Completely different training/resume logic vs SGD argument handling." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and embedding paths; too model-specific to merge." + "reason": "Different bugs: Qwen3 MoE compatibility across versions vs t5gemma resize_token_embeddings propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different features: flash-attention generation failure vs quantization save/load corruption." + "reason": "Different models and failure modes: GLM5 vs sinq save/load breakage." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Same broad symptom pattern, but different model implementations and no evidence of a shared code path." + "accept": true, + "reason": "Same training-loss double-shift bug pattern; only the affected model differs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions in different stacks: pre-tokenizer override vs Granite token ID mismatch." + "reason": "Both are tokenizer regressions in v5, but they appear to be different tokenizer conversion bugs affecting different model families." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Same API, but different model families and embedding wiring; not the same bug." + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is the broader Gemma4 manifestation and 45335 is the narrower t5gemma case." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Unrelated crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in serve." + "reason": "Different crashes and models: Qwen3.5 chat issue vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load bugs: extra_state handling vs unexpected _is_hf_initialized argument." + "reason": "Both concern model initialization/loading internals, but the reported failures are different and not the same code-path bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but they fail on different inputs and distinct code paths." + "reason": "Both involve flash-attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Pad/unk vocab-size mismatch is a different tokenizer/model-config issue from the BERT loading failure." + "reason": "Different issues: out-of-vocab special tokens in one model vs loading failure for a different BERT model." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different models and symptoms: SigLIP2 docs/example issues vs GLM5." + "reason": "Unrelated: SigLIP2 documentation/example errors vs GLM5 model issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different compatibility failures: Torch version incompatibility vs torch.device('meta') loading breakage." + "reason": "Different incompatibilities: Torch 2.10 support vs meta-device model loading regression." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different failures: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference leak." + "reason": "Unrelated: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference token/embedding leak." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence around 44451 \u2194 44488. The packet only shows two similar BERT-loading issues with no deterministic duplicate signal and no explicit shared root cause; calling it the \"only clear duplicate pair\" and the same underlying regression is stronger than the evidence supports. The rest of the pairwise rejections are mostly conservative, but the canonical/summary claim is not sufficiently grounded." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted soft edges are reasonable cluster-level duplicates/near-duplicates based on the issue titles and the pair similarity, and the rejected edges are not overstated. The canonical issue choice for the resize_token_embeddings pair is also defensible from the broader Gemma4 wording." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2616,20 +2661,20 @@ "issue:44589|issue:44756", "issue:43425|issue:43828" ], - "prepared_review_unit_hash": "1a6de54c84c3c3d05b6695eded916a1100d706169f6f29423b063768ab07639d", + "prepared_review_unit_hash": "21563b6c705511fcc945a0d4f62d1d6d319cf94d42249cd9376a9ade62f7dca6", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37131, + "serialized_chars": 37129, "estimated_input_tokens": 9283, "estimated_eval_tokens": 18822 }, @@ -2638,204 +2683,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the only strong duplicate-like family is the resize_token_embeddings propagation bug around output embeddings / decoder embeddings. Most other pairs are same subsystem at best, but different concrete bugs and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45292 is the cleanest generic statement of the resize_token_embeddings/output_embeddings bug and best serves as the umbrella for the closely related 45276 and 45335 reports. The rest of the cluster is unrelated enough that no single issue can represent the whole set.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. Only the resize_token_embeddings reports around 45276/45292 look like the same underlying bug; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.86, + "canonical_issue_reason": "Choose issue 45292 as the canonical issue: it is the broader, cleaner report of the resize_token_embeddings/output_embeddings problem that also appears in the Gemma4-specific issue 45276.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best overall issue candidate because it is the broadest, least model-specific description of the shared embedding-resize failure mode.", + "best_issue_reason": "Issue 45292 is the best representative because it states the core bug generically and matches the only clear duplicate-like family in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different bugs: FSDP2 KeyError in Gemma4 attention vs from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Different model families and different failures: Gemma4 FSDP2 shared_kv_states vs Qwen multimodal text_config unwrapping." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve outputs, but one is a generic ModelOutput key assignment bug and the other is a specific model returning the wrong tensor in hidden_states." + "reason": "Both involve output objects, but one is a generic ModelOutput key bug and the other is a VideoPrism classifier field assignment bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are lm_head tying problems, but in different model classes with different likely code paths and fixes." + "reason": "Both are lm_head tying issues, but they affect different models/code paths and are not the same concrete bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + "reason": "Unrelated problems: init_empty_weights argument handling vs mmap/OOM on Strix Halo." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but one is offloading behavior and the other is int4 reserved-memory OOM; not the same bug." + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is int4 reserved-memory OOM." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA issue is unrelated to the apex.FusedRMSNorm memory leak in T5." + "reason": "Gradient checkpointing/PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization failures: NVFP4 loading error vs MXFP4 load fallback to bf16." + "reason": "Different quantization/load failures on different models; not the same code-path problem." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to Whisper pipeline return_language regression." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and different offload/device behavior bugs." + "reason": "Different model-specific offload/training bugs; no shared concrete code path." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both can lead to OOM, but the causes are different: int4 reserved memory vs mmap on Strix Halo." + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is a Strix Halo mmap workaround." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other forbids checkpointing in eval mode." + "reason": "Gradient checkpointing with LoRA is not the same as gradient checkpointing failing in eval mode." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batching leak is unrelated to Gemma4 device mismatch under device_map=auto." + "reason": "AudioFlamingo3 batched inference token leak and Gemma4 device_map mismatch are different bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading regression is unrelated to Strix Halo mmap OOM." + "reason": "Meta-device model loading breakage is unrelated to disabling mmap for OOM." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 KeyError." + "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug: both report output embeddings not being updated, with 45276 adding a Gemma4-specific manifestation." + "reason": "Same resize_token_embeddings bug family: 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure is separate from the broken official Nemotron example." + "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are not the same concrete issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to strict config blocking granite_speech." + "reason": "Video input regression and strict config loading failure are different model/config bugs." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing-in-eval-mode and Qwen3.5 RLHF NaN explosion are different problems." + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position_ids are different failures." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM behavior." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-induced OOM." }, { "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 loading the wrong custom module." + "reason": "Read-only permission propagation from save_pretrained is a different bug from loading the wrong custom module." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on s_aux=None is unrelated to Gemma4 FSDP2 KeyError." + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different serialization/load regressions affecting different models and APIs." + "reason": "Unit-test model loading for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling is not the same as continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are different tokenizer bugs." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings bug family: both say resized token embeddings do not propagate to model output/input embeddings." + "accept": false, + "reason": "Both involve resize_token_embeddings, but they affect different model-specific targets (output_embeddings vs decoder.embed_tokens) and are not clearly the same code path." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same broad double-shift pattern, but different model-specific training-loss implementations and not a single concrete code-path." + "reason": "Both describe double-shift training losses, but they are separate model implementations and not clearly the same fixable code-path." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch is unrelated to inability to load ScandiBERT." + "reason": "Different tokenizer/vocab loading issues for different models; not the same underlying bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps resume miscalculation are unrelated." + "reason": "Custom model initialization in Jupyter and Trainer resume max_steps miscalculation are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization bug is unrelated to save/from_pretrained extra_state handling." + "reason": "Both touch save/load flows, but one is custom model init in notebooks and the other is extra_state serialization." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are separate issues." + "reason": "Torch 2.10 incompatibility is not the same as Phi-tiny-MoE autocast dtype mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like family supported by the titles is the resize_token_embeddings/output_embeddings group around 45292, 45276, and 45335, and the rejected soft pairs are framed as likely different bugs rather than asserted duplicates. No overstatement stands out." + "feedback": "The cluster summary is well grounded in the packet. The only clearly related pair the analyst elevates, 45276/45292, is supported by the very close title/body overlap, while the other soft-edge denials stay conservative and model-specific. No evidence of overclaiming or mergeability issues." }, "evaluator_used": true, "retried": false, @@ -2940,20 +2985,20 @@ "issue:44488|issue:45081", "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "5dd70508918d855533bf2ae4e6203be8da2b3e0b961a689c686194101e55d7c9", + "prepared_review_unit_hash": "f75d2b96ffeb1c1e645d5bcd69dd314be1c39768bbe665d37d5a8e818a4874ce", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37737, + "serialized_chars": 37740, "estimated_input_tokens": 9435, "estimated_eval_tokens": 19126 }, @@ -2962,210 +3007,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers v5 regressions across tokenizers, model loading, multimodal inputs, quantization, and docs. No soft-edge pair looks like the same concrete bug/change, so all candidates are rejected. The broadest representative issue is the Granite tokenizer regression.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45812 is the strongest representative: it describes a broad, user-visible tokenizer regression across all Granite models, has inbound references, and is more central than the many highly model-specific failures.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regressions and docs issues. No soft pair looks like the same concrete bug/change under a strict duplicate policy, so I would keep all pairings separate. The broadest representative issue is the generic model-loading regression around base_model_prefix.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43611 is the broadest, most general loading-regression report in the set, so it is the best umbrella representative.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue candidate because it is the clearest high-impact regression with broad scope and likely duplicate potential, rather than a narrow one-off model bug.", + "best_issue_reason": "Issue 43611 is the best cluster representative because it targets a core v5 model-loading path and is broader than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a tokenizer speed regression in convert_tokens_to_ids; the other is an encode/decode space-roundtrip correctness bug in CodeLlama. Different symptoms and code paths." + "reason": "One is tokenizer-conversion slowdown; the other is a CodeLlama round-trip regression. Different bugs and code paths." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token IDs are wrong vs slow convert_tokens_to_ids for slow tokenizers. Different failure mode: correctness regression vs performance regression." + "reason": "Granite token IDs regression is not the same as slow convert_tokens_to_ids for slow tokenizers." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language broke; the other is a broad tokenization version-change complaint. Too general and not the same concrete bug." + "reason": "Whisper pipeline return_language breakage is separate from general tokenization-change reports." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated issues." + "reason": "Pipeline return_language and from_pretrained-in-classes are unrelated failure modes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crashes on linear_attention; the other is a template compilation error. Different subsystems and symptoms." + "reason": "Qwen3.5 paged-attention crash and template-node compilation error are different problems." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve loading/custom models, but one is base_model_prefix loading breakage and the other is Jupyter custom-model initialization. Not the same bug." + "reason": "Base_model_prefix loading regression is not the same as custom-model initialization in Jupyter." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch>=2.9 flex_attention compilation failure is unrelated to Gemma4 device-map forward mismatches." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are distinct issues." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU device_map auto failure." + "reason": "Torch version incompatibility is not the same as YOLO multi-GPU device-map failure." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral image-preprocessor dtype mismatch are different problems." + "reason": "Torch compatibility and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General torch incompatibility vs Gemma4 device mismatch during forward; not the same underlying bug." + "reason": "Torch 2.10 incompatibility does not match Gemma4 forward device mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the template-node compilation error." + "reason": "Float8 storage lookup failure is different from the non-template-node compilation error." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a tensor mask shape mismatch. Different code paths." + "reason": "Video-input regression for Qwen VL models is not the same as a mask-shape IndexError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as a Qwen3.5 cache crash." + "reason": "A reproduction of another issue and a PagedAttentionCache linear_attention crash are different bugs." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline-task deprecations and behavior mismatches." + "reason": "Both are docs-related, but they cover different API removals and wording changes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction error and tokenizer load failure for est-roberta are distinct." + "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer loading failure are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 produces bad outputs; ModelOutput key assignment is a separate data-structure bug." + "reason": "Siglip2 output weirdness and ModelOutput key assignment are different code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver interpolation failures." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate issues." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading breakage are different loading issues." + "reason": "T5Tokenizer special-tokens conflict and gguf_file loading breakage are not the same bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized-model save/load breakage via sinq is not the same as continue_final_message for mistral_common tokenizers." + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different failures." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/from_pretrained handling and unwrapping text_config in from_config are different model-construction problems." + "reason": "extra_state serialization and composite-config unwrapping are separate model-loading problems." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Repro of a prior issue and a mistral_common tokenizer behavior bug are unrelated." + "reason": "These concern unrelated tokenizer/pipeline behaviors." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading regressions, but for different models and different code paths (generic tokenizer load vs Mistral regex patching)." + "reason": "Different tokenizer-loading bugs with different models and failure points." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL-family loading failures, but one is a MoE-model regression and the other is a specific weight-shape mismatch. Not enough to treat as one bug." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL shape mismatch are not the same concrete defect." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map mismatch during forward and Gemma4 4-bit multimodal dtype-cast breakage are separate issues." + "reason": "Gemma4 device mismatch and Gemma4 4-bit dtype-cast corruption are distinct multimodal issues." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label classification zero-loss bug and CohereASR training-loss double-shift bug are unrelated model-loss errors." + "reason": "Sequence-classification zero-loss bug and CohereASR double-shift training loss bug are different." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different memory-related problems." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated performance/memory reports." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Deepspeed ZeRO3/BertModel IndexError and flex_attention torch-version failure are different." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different training-loss bugs in different model families; not the same underlying defect." + "reason": "Different models and different training-loss bugs." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Handling extra_state in save/load is unrelated to a window_size AttributeError in TimesFM 2.5." + "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different tokenizer/config issues." + "reason": "Two separate model-loading failures for different repos and symptoms." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model load failures; no evidence they share the same root cause." + "reason": "Different tokenizer loaders and distinct exception causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate Transformers v5 regressions." + "reason": "Base_model_prefix loading regression and non-persistent buffer junk are unrelated." } ] }, @@ -3270,214 +3315,214 @@ "issue:43883|issue:44991", "issue:43646|issue:44534" ], - "prepared_review_unit_hash": "fe7f134db625d6a87dca485f09b5b689c309f53f627b47ed4db8a4a3307a3057", + "prepared_review_unit_hash": "0b3d265b15b486d78b485c2758e58e19c3d673705d32e97a66d9e046368b6b22", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36701, + "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 a loose bucket of Transformers v5 regression reports across many unrelated subsystems; the suggested soft pairs mostly share broad theme similarity but not the same concrete bug, so I reject all of them.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the broadest, most representative report here: a generic Transformers 5.0.0 custom-model initialization regression that fits the cluster\u2019s overall v5-breakage theme better than the more niche issues.", + "summary": "Mostly a heterogeneous bundle of unrelated Transformers regressions (tokenizer loading, model init, device/offload, audio, specific model heads). No soft edge looks like a true duplicate of the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression title in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and best matches the cluster\u2019s recurring v5 initialization/loading theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single anchor for this cluster because it is general enough to represent the repeated v5 initialization regressions, even though the cluster itself is too heterogeneous to treat as duplicates.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is generic enough to cover several nearby v5 initialization regressions, while the other issues are more model-specific or narrower.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is AutoTokenizer ignoring tokenizer.json while the other is a DeepSeek-Coder v1 output bug tied to PR #44801; different failure modes." + "reason": "Both are tokenizer-loading complaints, but one is a repo-level tokenizer.json loading issue and the other is a DeepSeek-Coder-specific output regression tied to a separate fix gap." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral-3 tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated bugs in different code paths." + "reason": "Different subsystems and failures: tokenizer BPE marker handling vs. Mistral3 lm_head weight tying." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are different model-specific regressions." + "reason": "Both concern model loading in v5, but they are different models and different breakages (CLIP structure vs. Sam3 text encoder weights)." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method/name conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated issues." + "reason": "Unrelated: T5 tokenizer method conflict vs. Qwen3Moe FP8 configuration failure." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are different bugs." + "reason": "Different code paths and symptoms: Trainer GPU broadcast NoneType error vs. Whisper pipeline return_language regression." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and template-node compilation failure are unrelated." + "reason": "Different bugs: image preprocessor/model dtype mismatch vs. template compilation error." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange device placement and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct model/runtime problems." + "reason": "Both are device-related, but one is XLNet CPU tensor creation and the other is Qwen rotary embedding CPU offload incompatibility." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping failure in add-new-model-like and compiled flex_attention failure on torch 2.9 are unrelated." + "reason": "No shared underlying bug: tokenizer mapping/model addition logic vs. compiled flex_attention on torch >=2.9." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different layers and bugs." + "reason": "Different failures: missing fields from AutoConfig with trust_remote_code vs. PagedAttentionCache linear_attention crash on Qwen3.5." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different repositories and appear to have different root causes." + "reason": "Both are loading regressions, but they affect different models and likely different causes; not mergeable as one fix." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime post-processor refresh for special tokens are not the same underlying bug." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor update behavior in TokenizersBackend." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are separate issues." + "reason": "Different model families and distinct runtime/configuration errors." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm torch-dynamo tracing and non-template-node compilation errors are unrelated failures." + "reason": "Torch Dynamo tracing/grouped_mm float32 failure is unrelated to the template-node compilation error." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is junk non-persistent buffers and the other is custom model initialization; same theme, different bug." + "reason": "Both are v5 custom-model/init regressions, but the reported failures differ (non-persistent buffer junk vs. custom model initialization breakage) and do not look like the same concrete bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Different problems: Apple Silicon allocator warmup TypeError vs. _is_hf_initialized flag regression." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter not updating and Qwen2.5-VL multi-image iterable finetuning failure are different bugs." + "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow in a torch install and an unknown tensorflow_text backend mapping error are separate packaging/backend issues." + "reason": "Different backend/package issues: missing tensorflow in pip extra vs. unsupported tensorflow_text backend mapping." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and loading cjvt/sleng-bert are different problems." + "reason": "Both mention model/tokenizer loading, but they are different failure modes and different models; not the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image finetuning and mistral_common continue_final_message behavior are unrelated." + "reason": "Different multimodal training bugs: iterable multi-image finetuning vs. mistral_common continue_final_message behavior." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is unsupported center arg in LasrFeatureExtractor and the other is _torch_extract_fbank_features; different API layers and failures." + "reason": "Related audio stack, but one is unsupported center arg in feature extractor and the other is a separate _torch_extract_fbank_features issue." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription failure after align_special_tokens are related only by model area, not by the same bug." + "reason": "Both touch Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF from_pretrained breakage and Qwen2.5-GGUF loading failure in v5 are both loading issues but not the same concrete defect." + "reason": "Both involve gguf loading, but one is a generic from_pretrained breakage and the other is a Qwen2.5-specific Transformers v5 incompatibility." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and notebook custom model initialization breakage are unrelated." + "reason": "Tokenizer class conflict vs. custom model initialization in Jupyter notebooks; separate issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Loading physical-intelligence/fast and loading EMBEDDIA/est-roberta are separate repository-specific failures." + "reason": "Both are version-gated loading failures, but for different repositories/models and likely different root causes." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model device_map offload failure and Qwen2.5-GGUF loading failure are different loading paths and bugs." + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading incompatibility." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are distinct bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batch padding-mask behavior are different issues." + "reason": "Audio chat-template sampling-rate default vs. MIMI encoder padding-mask batching bug are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated." + "reason": "PEFT local checkpoint loading failure is unrelated to mistral_common continue_final_message behavior." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading for EMBEDDIA/est-roberta are not the same bug." + "reason": "Different tokenizer/model loading regressions affecting different models and code paths." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they concern different internals: custom model init versus non-persistent buffer initialization." + "reason": "Both are v5 regressions, but the concrete failures differ: custom model init vs. non-persistent buffer initialization." } ] }, @@ -3582,220 +3627,220 @@ "issue:44220|issue:44683", "issue:43611|issue:44534" ], - "prepared_review_unit_hash": "eff9080efc3371a2363bd51c3798ef32f2311ae5cccbd5867d3ec4504a2ad979", + "prepared_review_unit_hash": "7b723b9edf0b2f2655b6990843987f39cf87c8797c9bdab99f5c127351925a35", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36746, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of unrelated Transformers regression reports (model loading, multimodal inputs, quantization, generation, tokenizer issues). Only one soft edge looks like a true duplicate: the Qwen3.5 `save_pretrained` regression pair.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45216 is the broader, earlier report about Qwen3.5 `save_pretrained` producing an incorrect checkpoint; issue:45357 reads like a narrower follow-up about one specific symptom (wrong visual encoder keys) of the same save-path bug.", + "summary": "These are mostly unrelated transformer/model bugs across different subsystems and model families. I only see one soft duplicate pair: the two Qwen3.5 `save_pretrained` regressions. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45216 is the best canonical issue: it states the broader Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later, narrower report of the same broken serialization path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative because it describes the general regression, while issue:45357 is a more specific manifestation of that same checkpoint-saving problem.", + "best_issue_reason": "issue:45216 is the strongest representative because it names the regression source (`5.4.0`) and the general failure mode, while issue:45357 appears to be a follow-up on the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Different failures and code paths: template-node compilation vs YOLO multi-GPU auto device mapping." + "reason": "Different failures and code paths: compile/template-node error vs YOLO multi-GPU device-map crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Unrelated model/runtime failures (Whisper inference vs YOLO device-map auto)." + "reason": "Whisper runtime failure and YOLO device-map failure are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise report vs a specific Mistral tokenizer regex crash; not the same bug." + "reason": "Generic loading noise vs Mistral regex patch crash; not the same bug." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model init in notebooks vs non-persistent buffer serialization; different underlying issues." + "reason": "Custom model init in notebooks vs non-persistent buffer junk; different regressions." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL temporal position-id scaling; related family, different bug." + "reason": "Different Qwen model bugs: hidden-states output vs still-image rope/position-id scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask mismatch is unrelated to DAC latent/STE behavior." + "reason": "Separate audio-model bugs with different symptoms and code paths." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is missing weight tying in a model class; the other is serialization inconsistency of tied weights. Same area, not the same bug." + "reason": "Tied-weights bug in Mistral3 vs serialization inconsistency of `lm_head.weight`; related theme, different issue." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward vs cache length return type; unrelated." + "reason": "Compiled chunked generation mismatch vs cache sequence-length return type; not the same defect." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failure modes: loading a specific model vs tokenizer regex patching." + "reason": "Both involve tokenizers, but the failing models and root causes differ." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Different Gemma models and different defects: variable-name collision vs unsafe dtype casting." + "reason": "Gemma 3n name-collision bug vs Gemma4 dtype-cast bug; distinct multimodal failures." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal inference bugs, but one is SigLIP output quality and the other is processor/model input-size mismatch." + "reason": "Different preprocessing/model mismatch bugs for different vision models." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model loading issue vs Mistral tokenizer patch crash." + "reason": "ScandiBERT loading failure is not the same as the Mistral regex patch crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection is unrelated to token-count tracking." + "reason": "Early-stopping metric lookup and `num_input_tokens_seen` updating are unrelated Trainer issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure vs `_is_hf_initialized` init-empty-weights incompatibility; different problems." + "reason": "FineGrainedFP8Config failure and `_is_hf_initialized` init-empty-weights TypeError are different bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method name conflict vs model key error on load; not the same bug." + "reason": "Tokenizer method-name conflict vs model load KeyError; no shared underlying bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken constructor argument duplication is unrelated to model loading failure for a specific checkpoint." + "reason": "`AddedToken` argument collision and a separate tokenizer-loading failure are not duplicates." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor image-size regression." + "reason": "Torch export check failure vs wrong image processor output size; different code paths." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve FP8/quantization, but one is a model/config issue and the other is a storage deserialization issue." + "reason": "Both mention float8, but one is a config-level model failure and the other is a storage deserialization issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache-length return type bug; different code paths." + "reason": "Generation performance overhead and cache length type issues are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "LLaVA model load segfault vs Qwen3OmniMoe video-input ValueError; both multimodal, not same underlying bug." + "reason": "Different multimodal model load/processing failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both concern Qwen vision/video inputs, but one is a broad video-input regression and the other is a specific still-image temporal-position bug; not clearly the same defect." + "reason": "Same broad Qwen VL family, but one is a video regression and the other is a still-image position-id bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "`_is_hf_initialized` regression is unrelated to TimesFM `window_size` attribute handling." + "reason": "_is_hf_initialized regression and TimesFM `window_size` AttributeError are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer class conflict vs Qwen3 auto device-map CUDA assert; unrelated." + "reason": "Tokenizer conflict vs Qwen3 auto device-map CUDA assert; no shared bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` regression; 45357 is a more specific symptom of the broken checkpoint save path." + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization bug; the later issue narrows the symptom to visual encoder keys." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure vs slow `convert_tokens_to_ids` performance regression; not the same issue." + "reason": "Tokenizer loading failure vs performance regression in `convert_tokens_to_ids`; different problems." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs granite_speech strict-config loading; different bugs." + "reason": "Qwen3-MoE sliding-window bug and granite_speech config strictness are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to generic loading noise." + "reason": "Torch version incompatibility and loading noise are not the same underlying defect." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue; different model families and failures." + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding-window issue are distinct." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention torch-version failure; unrelated." + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading breakage vs non-persistent buffer junk values; different mechanisms." + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted pair, issue:45216 vs issue:45357, is a plausible duplicate/follow-up on the same Qwen3.5 save_pretrained checkpoint bug. The rejected pairs are framed narrowly enough and do not overclaim equivalence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 vs issue:45357, is reasonably supported by the titles as the same Qwen3.5 save_pretrained serialization regression with a later narrower symptom. The rest of the soft-edge rejections are cautious and match the distinct issue titles. No PRs are present." }, "evaluator_used": true, "retried": false, @@ -3895,208 +3940,208 @@ "issue:43296|issue:46821", "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "e7b9db8ac4eb059a164ceb5cec662fc6315bc7abdbf91ed52d0a74c7ea841209", + "prepared_review_unit_hash": "c8de3799585f0558eb0308e8fd8c5afff2ef38dcfedcabe31a8c36403fe392d3", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35906, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated Transformers v5-era bugs: tokenizer regressions, multimodal/model-loading issues, config/API breakages, and a few training/runtime edge cases. The soft pairs only show surface similarity, not the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45812 is the best representative anchor: it describes a broad, high-impact tokenizer regression affecting all Granite models, with inbound references and a clear v4\u2192v5 breakage pattern.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across different models and subsystems; none of the soft pairs look like true duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, high-impact v4\u2192v5 regression affecting all Granite models, with clear scope and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the strongest global issue candidate because it is cross-model, user-visible, and regression-shaped; among these issues it is the most canonical-sounding and broadly impactful.", + "best_issue_reason": "issue:45812 is the best issue to anchor the cluster because it is specific, broadly impactful, and well-described compared with the more niche reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different bugs: Mistral-3 image preprocessor/model dtype mismatch vs Gemma4 4-bit quantization unsafe cast in multimodal embedders." + "reason": "Both are multimodal dtype problems, but they hit different model families and different code paths (image preprocessor mismatch vs 4-bit embedders cast)." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "One is multi-image finetuning with IterableDataset; the other is Qwen2.5-VL rope/index scaling for still-image positions." + "reason": "Same Qwen2.5-VL family, but one is iterable-dataset multi-image finetuning failure and the other is a rope-index temporal position bug; different defects." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite-wide wrong token IDs regression and CodeLlama leading-space round-trip loss are distinct tokenizer bugs." + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are distinct behaviors with different fixes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise vs tokenizer loading failure for a specific model; same subsystem, different failure modes and fixes." + "reason": "General noisy load logs versus a specific tokenizer-loading failure for a particular model; not the same underlying bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "These concern different gradient-checkpointing problems: eval-mode usage versus a missing capability flag on a trust_remote_code model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized compatibility break and Strix Halo mmap OOM mitigation are unrelated problems." + "reason": "One is a Transformers v5 initialization flag regression; the other is an Apple Silicon mmap/OOM workaround issue." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are separate code paths." + "reason": "A tokenizer BPE-marker bug and a PEFT checkpoint-loading bug are unrelated model-loading failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup TypeError do not share the same root cause." + "reason": "Whisper runtime failure and missing Float8 storage are different low-level issues with no shared code path." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training support and iterable-dataset multi-image failures are different training issues." + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image failures are different problems." }, { "left": "issue:43404", "right": "issue:46899", "accept": false, - "reason": "Mistral3 lm_head weight tying and Gemma4 quantized multimodal casting are unrelated model bugs." + "reason": "Missing lm_head tying and unsafe dtype casting in multimodal embedders are separate bugs in different parts of the model." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity regression on a language model versus Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument breakage is distinct from Float8 storage resolution." + "reason": "`init_empty_weights` initialization and Float8 storage lookup are different failure modes with different fixes." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE marker handling and DeepSeek accuracy regression are not the same underlying issue." + "reason": "Tokenizer marker handling for Ministral is not the same as the DeepSeek accuracy regression after upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure in transformers v5 and missing pad_token_id on Llama4Config are separate compatibility bugs." + "reason": "A GGUF load failure and a missing `pad_token_id` attribute are distinct load-time issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image IterableDataset training failures." + "reason": "Progressive generation with embeddings/past key values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP shared_kv_states rebuilding are different implementation bugs." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated implementation bugs." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error for Voxtral and Apple Silicon caching warmup TypeError are unrelated." + "reason": "Bad tokenizer error messaging and an Apple Silicon TypeError in allocator warmup are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max_length misconfiguration are different issues." + "reason": "Both are tokenizer-related, but one is a v5 GGUF loading regression and the other is CLIPTokenizer's max-length constant." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS regression are separate tokenizer behaviors." + "reason": "Runtime post-processor updates for special tokens are not the same as a model-specific BOS/EOS insertion regression." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different Transformers v5 regressions." + "reason": "Different Transformers v5 regressions: one breaks `_is_hf_initialized`, the other corrupts non-persistent buffers." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument incompatibility do not match." + "reason": "A sliding_window bug in Qwen3-MoE does not match an `_is_hf_initialized` argument mismatch during init." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Missing TensorFlow in torch-only install and undefined tf backend from tensorboard-only install are related only at a broad packaging level, not the same bug." + "reason": "Both touch TensorFlow packaging, but one is extras installation/backend inclusion and the other is a tensorboard-without-TF runtime backend error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json and wrong token IDs for Granite models are different tokenizer-loading regressions." + "reason": "Ignoring repository tokenizer.json and wrong Granite token IDs are related to tokenizers broadly but not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Mistral regex patch backend_tokenizer AttributeError are unrelated failures." + "reason": "A device-mapping CUDA assert and a Mistral regex patch crash are different subsystems and failure points." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading failure and Qwen3 MoE memory inefficiency are different performance/load issues." + "reason": "Dequantized model offload loading and MoE training memory usage are distinct performance/loading issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal state bugs." + "reason": "ModelOutput key handling and buffer-filling regressions are unrelated core behaviors." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Removed pipeline docs references and a broken DIA docs example are both documentation issues but not the same artifact." + "reason": "Both are documentation issues, but they concern different docs and different examples, not one underlying change." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are distinct model/runtime bugs." + "reason": "PaddleOCR-VL loading and TimesFM window_size AttributeError are unrelated model-specific failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaN embeddings from sliding-window all-padding windows are different root causes." + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window padding are different bugs with different causes." } ] }, @@ -4178,8 +4223,8 @@ "issue:44265|issue:45072", "issue:43493|issue:43994", "issue:40444|issue:45381", - "issue:45325|issue:45381", "issue:45325|issue:45834", + "issue:45325|issue:45381", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", @@ -4200,221 +4245,224 @@ "issue:44186|issue:44265", "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "58ffa82905bf794f62ac6f3e620bef82027f29e1ba24c880f88e4b2d6cf63884", + "prepared_review_unit_hash": "7d9bc7b8ec12df5e8fa62810759984ac55fcd841c77ccc216071a0e00242fe0c", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36224, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share broad model families or regression themes, but not the same concrete bug/change. I would not merge any of the suggested links as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45325 is the most concrete, actionable report in the set and the closest anchor to one of the few semantically adjacent Qwen2.5-VL position-id reports, even though the overall cluster is too mixed to treat it as a true duplicate hub.", + "summary": "The set is mostly heterogeneous and does not form one coherent duplicate cluster. Two soft duplicate subgroups stand out: SigLIP2 correctness regressions and Qwen2.5-VL position-id regressions. Everything else is too weakly related to merge as the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "There is no single cluster-wide canonical issue, but if one issue must anchor triage, 45325 is the best representative because it is the most concrete code-path-specific report (Qwen2.5-VL `get_rope_index` / position-id regression) and cleanly captures one of the only true duplicate-like subgroups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best issue to anchor triage because it names a specific helper-path regression with a clear symptom and is narrowly scoped compared with the broader, less directly comparable reports.", + "best_issue_reason": "Issue 45325 is the strongest overall representative for this set: it names a specific failure mode, a likely fix location, and sits in the clearest duplicate pair in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is loading with base_model_prefix and the other is custom initialization; different concrete failure paths." + "reason": "Both are Transformers 5 loading regressions, but the failure modes differ: `base_model_prefix` handling vs custom model initialization." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Completely different models and bugs: Video-LLaVA temporal attention/weights vs Sam3Model text encoder loading." + "reason": "Different model families and different bugs: Video-LLaVA temporal-attention/weight-sharing issue vs Sam3 text-encoder loading." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Unrelated symptoms: flash_attention_3 training regression vs num_labels=1 single-label loss degeneracy." + "reason": "Both mention degenerate training, but one is tied to `flash_attention_3` while the other is a `num_labels=1` classification-loss behavior across models." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is a 5.0 buffer serialization/loading issue; the other is ModelOutput key assignment behavior. Same framework, different bug." + "reason": "Unrelated defects: junk-filled non-persistent buffers vs `ModelOutput` key assignment when a field was previously `None`." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow extra/install packaging problem vs PaddleOCR-VL model load failure in vLLM; no shared code path." + "reason": "These are unrelated backend/package-loading problems; no shared code path or same bug is evident." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model internals, but one is Video-LLaVA temporal attention and the other is Qwen3.5 visual encoder save_pretrained keys." + "reason": "One is missing temporal attention / weight sharing in Video-LLaVA; the other is incorrect visual-encoder keys during `save_pretrained`." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Different issues: `torch.export` incompatibility with `torch_compilable_check` vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is bad AutoModel/pipeline outputs; not clearly the same defect." + "accept": true, + "reason": "Same underlying SigLIP2 correctness problem: both report wrong/nonsensical outputs for the same model family, one via JAX parity mismatch and one via bad inference results." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure vs Qwen2.5-VL video position-id regression; related family, different concrete bug." + "reason": "Different Qwen-family multimodal failures; one is iterable-dataset multi-image finetuning, the other is video input position IDs." }, { "left": "issue:45325", - "right": "issue:45381", + "right": "issue:45834", "accept": false, - "reason": "Both are Qwen2.5-VL position-id/rope issues, but one is still-image temporal scaling and the other is video vision_position_ids; not enough evidence they are the same bug." + "reason": "Both mention vision/OCR-ish inputs, but one is a Qwen2.5-VL position-id regression and the other is a Kosmos2.5 long-input index error." }, { "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Different problems in the same model family: rope/position-index logic vs OCR long-input index error." + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-id regressions in 5.3.0 and likely stem from the same rope/vision position computation bug across image/video paths." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is missing lm_head weight tying causing bad generation; the other is inconsistent serialization depending on device. Related area, different bug." + "reason": "Related to tied weights / serialization, but one is a failed tie causing garbage generation while the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and failure modes: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." + "reason": "Different model-loading failures on different models and triggers; no evidence they share the same root cause." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to strict config loading for granite_speech." + "reason": "One is an `init_empty_weights` constructor-argument regression; the other is a strict config validation failure for GraniteSpeech." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a training checkpoint issue, not a Qwen2.5-VL position-id regression." + "reason": "`resume_from_checkpoint` key mismatch is unrelated to the Qwen2.5-VL position-id bug." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior vs tokenization changes across versions; no concrete shared bug." + "reason": "Quantization/offloading behavior and tokenizer-version changes are not the same bug." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." + "reason": "Different code paths: Bark CPU-offload device mismatch vs `torch.export` failure on `torch_compilable_check`." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated symptoms and models." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sample-rate defaulting is unrelated to PEFT/local checkpoint loading." + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device_map mismatch are different model-specific forward-path bugs." + "reason": "Different regressions in different models: Qwen video input handling vs Gemma4 PLE device mismatch." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures for unrelated models; no evidence of a shared root cause." + "reason": "Two separate model-loading failures with no clear shared root cause." }, { "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." + "reason": "Progressive generation with embeds/past key values is unrelated to Qwen3 device-map cuda asserts." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch and `window_size` AttributeError are different failure classes." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with embeddings/past KV are unrelated bugs." + "reason": "Bark voice preset handling and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "Both are multimodal, but one is SigLIP2 documentation/model mismatch and the other is Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/serialization issues are unrelated to Bamba-9B-v2 torch.compile+SDPA failures." + "reason": "AyaVision weight tying and Bamba-9B-v2 torch.compile/SDPA are unrelated bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are different code paths and symptoms." + "reason": "Bark CPU-offload device mismatch and DAC `from_latents` vs forward mismatch are different model behaviors and code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export with torch_compilable_check." + "reason": "LayoutLMv2 tokenizer padding/NER crash and `torch.export` + `torch_compilable_check` failure are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device-map assert and Gemma4 PLE device mismatch are separate forward/device-placement bugs." + "reason": "Different model families and error modes: Qwen3 auto device mapping assert vs Gemma4 PLE forward device mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The two accepted soft edges are plausibly mergeable as same-bug duplicates, and the rejected pairs are explained with model/code-path distinctions that match the titles. The overall conclusion that the cluster is mostly heterogeneous is also supported." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4513,220 +4561,220 @@ "issue:41720|issue:42617", "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "541e3372519f8cc48f4ed5e75a599af9febdd5213a6d29fa6f3af20ea1ecf38e", + "prepared_review_unit_hash": "1b11a363a806510fac781d823e6bff0d2e7d278f1e6808350d58ba2b0ab51197", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36984, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "serialized_chars": 36990, + "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 highly heterogeneous: the issues span unrelated regressions in tokenizers, model loading, quantization, offloading, training, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: the cluster does not form a single duplicate family, and the items cover many different subsystems and failure modes.", + "summary": "The cluster is heterogeneous: tokenizer regressions, model-loading/offloading bugs, checkpointing issues, and processor/shape problems. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest active report in the set, covering offloading/quantization behavior and having multiple inbound references, so it is the closest umbrella representative for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most broadly framed and active representative among the set, but only as a loose cluster anchor\u2014not as a true duplicate target.", + "best_issue_reason": "issue:43873 is the best single representative because it is open, broadly worded, and central to the offloading/quantization theme; the other issues are more specific one-off regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both mention batched-input behavior, but they affect different models and different code paths: MIMI encoder padding masks vs OmDet-Turbo processor image sizing." + "reason": "Different bugs: MIMI batching/padding-mask inconsistency vs OmDet-Turbo processor output-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Different regressions: a sliding-window mask off-by-one in streaming audio vs a tokenizer performance regression in convert_tokens_to_ids." + "reason": "Different failures: sliding-window off-by-one in masking vs slower token ID conversion for slow tokenizers." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Unrelated bugs: Qwen3 MoE weight conversion during accelerate/deepspeed loading vs a missing gradient-checkpointing flag on a trust_remote_code variant." + "reason": "Different code paths: accelerate/deepspeed weight conversion failure vs missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific BOS/EOS special-token bug while the other is wrong token IDs across several models." + "reason": "Both involve tokenization regressions, but one is missing BOS/EOS addition for a specific tokenizer while the other is wrong token IDs across several models." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Completely different failures: tokenizer BPE-marker handling vs FP8 inference failing on B200 hardware." + "reason": "Different problems: BPE marker handling in a tokenizer vs FP8 inference failure on B200." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different model paths and symptoms: tied lm_head weights for AyaVision vs dtype mismatches in SwitchTransformers/TimmWrapperModel bf16 inference." + "reason": "Different issues: tied lm_head weights causing bad generation vs dtype mismatch in bfloat16 inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Unrelated issues: Gemma4 device placement during forward vs a TimesFM window_size AttributeError." + "reason": "Different bugs in different subsystems: device_map auto device mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are batching/resolution-related, but they affect different vision models and different bugs: missing padding-mask support vs Perceiver resolution handling." + "reason": "Different image-model bugs: batched-vs-single output inconsistency vs non-default-resolution failure despite interpolate_pos_encoding." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different loading bugs in different model families: weight tying vs packed-weight unpacking during accelerate loading." + "reason": "Different failures: weight tying/garbage text generation vs packed-weight unpacking during accelerate loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Different areas entirely: perplexity on a specific model/dataset vs gradient checkpointing behavior with PEFT LoRA." + "reason": "Different domains: perplexity anomaly on GPT-OSS vs ineffective gradient checkpointing with PEFT LoRA." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "No shared underlying defect: a 3d_parallel.py execution problem vs a Qwen3Moe FineGrainedFP8Config failure." + "reason": "Different concrete failures: 3d_parallel.py runtime issue vs FineGrainedFP8Config failure on Qwen3Moe." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Not the same bug: FSDP CPU RAM-efficient loading breakage vs non-persistent buffers being filled with junk in v5." + "reason": "Different bugs: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a device_map load failure for dequantized models and the other is a broader quantization offloading issue." + "reason": "Related offloading/quantization theme, but not the same concrete bug: dequantized model loading on gpu+cpu offload vs generic offloading not working with quantization." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Different config/model-resolution problems: missing pad_token_idx in StableLmConfig vs failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "Different issues: missing pad_token_idx in StableLmConfig vs from_config not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast reduce_labels returning one label vs Molmo missing all_tied_weights_keys during loading." + "reason": "Different model bugs: BeitImageProcessorFast reduce_labels behavior vs MolmoForCausalLM missing all_tied_weights_keys." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Different model/load paths: Llava Next segfault on load vs sinq quantized models breaking after save_pretrained/from_pretrained." + "reason": "Different failures: Llava Next loading segfault vs quantized model save/load breakage after sinq." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model loading failures, but one is Qwen3 auto device mapping cuda assert and the other is Llava Next segfault; no concrete shared code-path." + "reason": "Different failure modes and models: Qwen3 auto device-map cuda assert vs Llava Next loading segfault." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different components: a glm-4v-9b loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Different tokenizer/loading problems for different models; not the same underlying bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unrelated: CustomTrainer compute_loss signature change vs failure to run 3d_parallel.py." + "reason": "Different issues: CustomTrainer compute_loss signature breakage vs 3d_parallel.py execution failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different performance/memory issues in different subsystems: int4 quantization OOM vs an apex FusedRMSNorm memory leak." + "reason": "Different memory/performance bugs: int4 quantization OOM vs apex FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen, but the failures differ: device-mapping cuda assert vs flash-attention generation malfunction." + "reason": "Different Qwen3 failures: auto device-map cuda assert vs flash-attention generation corruption." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "No relation: trainer compute_loss API break vs Qwen3Moe FP8 configuration failure." + "reason": "Different problems: trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but they affect different serialized artifacts and different model families." + "reason": "Both are serialization regressions, but one is lm_head tied-weight serialization and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Different areas: batched video processor output shape vs a tokenization behavior change across versions." + "reason": "Different classes of bugs: batched video processor shape issue vs version-dependent tokenization behavior." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Completely different bugs: strict config blocking granite_speech loading vs tokenizer loading failure for est-roberta." + "reason": "Different failures: strict config rejecting granite_speech vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same broad family (Sam3) but different failures and code paths: dummy Conv2d in pixel decoder vs text encoder weights not loading." + "reason": "Same model family, but different issues: dummy Conv2d in Sam3PixelDecoder vs text encoder weights not loaded in Sam3Model." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Different regression classes: perplexity evaluation anomaly vs tokenization output changes between versions." + "reason": "Different bugs: high perplexity on gpt-oss vs tokenization changes across transformers versions." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Unrelated: LayoutLMv2Tokenizer crashes with NER/batched padding vs bf16 dtype mismatches in model inference." + "reason": "Different code paths: LayoutLMv2Tokenizer NER/padding crash vs bfloat16 dtype mismatch in model inference." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Different training loop issues: resume_from_checkpoint epoch iterator failure vs early stopping/metric_for_best_model disabling." + "reason": "Different training-control issues: resume-from-checkpoint epoch iterator failure vs early-stopping metric selection/disablement." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures in different workflows: auto device mapping cuda assert vs inability to run 3d_parallel.py." + "reason": "Different runtime failures: Qwen3 auto device-map cuda assert vs 3d_parallel.py not running." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Not the same bug: quantization/offloading behavior vs mmap being disabled on Strix Halo to avoid OOM." + "reason": "Both concern memory/offloading, but one is generic quantized offloading behavior while the other is mmap disabling on Strix Halo to avoid OOM; not the same bug." } ] }, @@ -4830,208 +4878,208 @@ "issue:43425|issue:46821", "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "0f49742dd20ee0fa60a3c50c051a8e4a133cd0ad8af820cbc79c4479ff2ce332", + "prepared_review_unit_hash": "de282f0be3130130b33e622fcfa2ba8b84ee0bab97aa6b8b3044dfd702be8d10", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36487, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "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 training, loading, tokenizer, processor, and generation bugs. All soft edges are false positives. If a single issue must anchor the set, 46858 is the most concrete low-level generation/cache bug, but it does not represent the rest well.", - "confidence": 0.97, - "canonical_issue_reason": "46858 is the clearest, most actionable low-level bug report in the set: it has a specific cache/arithmetic failure surface and a concrete generation code path. It is still only a weak anchor because the other issues are largely unrelated.", + "summary": "This cluster is heterogeneous: it mixes unrelated training, loading, tokenizer, multimodal, quantization, and generation/cache bugs. None of the soft edges look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is safe here; the items span distinct failures and feature regressions rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "46858 has the strongest problem statement and most explicit fix surface among these otherwise heterogeneous reports, so it is the best representative issue only in a very loose sense.", + "best_issue_reason": "If forced to pick a representative, issue 46858 is the most concrete and broadly technical runtime bug in a shared generation/cache path, but it should not absorb the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different model families and bugs: torch.compile/SDPA vs packed-weight loading." + "reason": "Both involve advanced execution modes, but one is a Bamba torch.compile+SDPA failure and the other is packed-weight unpacking during accelerate loading. Different code paths and fixes." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both are cache/generation issues, but one is missing cache reorder support and the other is a seq-length/device-tensor arithmetic bug." + "reason": "Both touch generation cache handling, but 46612 is missing beam-search cache reorder for several models, while 46858 is a seq_length device-tensor arithmetic bug in static-cache prefill." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated: dtype propagation on load vs resume_from_checkpoint max_steps." + "reason": "BLIP2 dtype propagation on load and Trainer max_steps recomputation on checkpoint resume are unrelated bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both touch tokenization, but one is a regression in processor.tokenizer/images handling and the other is a version-dependent tokenization change." + "reason": "Both are regression reports around tokenization, but one is processor/tokenizer API breakage and the other is version-dependent tokenization drift. Not the same defect." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Different subsystems: MPS histogram on Int vs TimesFM window_size AttributeError." + "reason": "These are different model-specific AttributeErrors: MPS histogram for Int in a MoE path versus TimesFM window_size handling." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/compile-related, but the failure modes and code paths differ." + "reason": "Both are runtime failures, but one is Bamba torch.compile with SDPA and the other is a CPU-offload device mismatch for Bark. Different underlying bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing bugs, but one is tokenizer/NER padding and the other is image-size mismatch." + "reason": "Tokenizer crash on NER/padding versus processor image-size mismatch. Same broad multimodal area, but not the same code-path failure." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve model loading, but one is custom initialization breaking in v5 and the other is from_pretrained semantics in Python classes." + "reason": "Both concern model loading behavior, but one is Transformers 5.0 custom model initialization and the other is from_pretrained inside Python classes. Distinct issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different models and distinct state-management bugs: weight tying vs save_pretrained key mapping." + "reason": "Weight tying in Mistral3 conditional generation and incorrect saved visual-encoder keys in Qwen3.5 are different bugs." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache continuation, but one is wrong tensor indexing in serve and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both are cache/continuation related, but 44734 is wrong indexing in serve KV-cache continuation while 46858 is prefill slice arithmetic on a device tensor." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image input-size issues, but model/processor expectations and failures are unrelated." + "reason": "Both involve vision input sizing, but one is an OmDet processor/model size mismatch and the other is a Perceiver interpolation failure at non-default resolution. Not duplicates." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading failures: FineGrainedFP8Config vs dequantized device_map offload." + "reason": "FineGrainedFP8Config failure and dequantized-model loading with gpu+cpu offload are different quantization/offload bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Completely unrelated: import error vs 3d_parallel.py runtime failure." + "reason": "ImportError for GenerationMixin versus failure running 3d_parallel.py are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal crashes, but different processors and attribute failures." + "reason": "Both crash in serve with multimodal models, but one is a str.to AttributeError in continuous batching and the other is a missing _tokenizer on Gemma4Processor." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma-family only by name; one is a variable collision, the other is a device-mapping mismatch." + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch under auto device map are different problems." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "Unrelated: TimesFM config attribute vs YOLO multi-GPU device mapping." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both involve save/load paths, but one is cache-path collision and the other is file permission propagation." + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation during save_pretrained are separate filesystem/export issues." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve compiled generation, but one is inconsistent outputs and the other is a seq-length tensor arithmetic bug." + "reason": "Chunked generation inconsistency with compiled forward is not the same as static-cache prefill slice arithmetic failing on a device tensor." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different distributed/device-map failures on different model families." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are different parallelism/device issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Unrelated training UX issue vs Qwen2-VL multi-GPU training request." + "reason": "Early-stopping metric mismatch and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths; masked LM predictions vs recurrent state reset under cache." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are different model bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated model-specific sliding_window bug vs config default missing after 5.0 update." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different configuration bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different failures entirely: FP8 model loading vs pipelines import dependency check." + "reason": "MoE FP8 failure and kernels version/revision import requirement are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Unrelated trainer API break vs CUDA assert during device mapping." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-mapping assert are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task AttributeErrors, but they affect different tokenizers and inputs." + "reason": "Two different tokenizer AttributeErrors on different models/tasks; no shared root cause is evident." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated: image processor reduce_labels bug vs glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config consistency issues, but one is Gemma3TextConfig API disparity and the other is GPTNeoX rotary_pct reload." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are separate config issues." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Unrelated Torch version compatibility vs TimesFM window_size AttributeError." + "reason": "Torch 2.10 compatibility and TimesFM window_size handling are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different bug classes: fp8 config load failure vs Llava Next segmentation fault." + "reason": "FineGrainedFP8Config failure and Llava Next segmentation fault are different bugs." } ] }, @@ -5136,208 +5184,214 @@ "issue:44898|issue:45072", "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "ced30994b2e1895074275556351f15d8a97e6757c639817b25d946a9290b52c6", + "prepared_review_unit_hash": "f4b8d1ebec0f3d4eeea2effd00aa2369b841d87b3174b7e431564e1cc534abab", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36794, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated issue reports spanning tokenization, model loading, multimodal processors, offload/quantization, and training-state bugs; none of the soft pairs look like the same underlying defect.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45701 is the broadest umbrella report in this otherwise heterogeneous set and best represents the cluster\u2019s recurring version-regression/tokenization-loading theme, even though it is not a true duplicate hub.", + "summary": "The provided soft edges are mostly topical similarities, not true duplicates. I would reject every candidate pair as a duplicate; none look like the same underlying bug/change. No PRs were provided.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate cluster is evident from the provided edges; if a representative issue must be named, issue:43644 is the most concrete standalone regression report in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative issue artifact because it is broad and central rather than model-specific, making it the closest thing to a canonical issue for this mixed cluster.", + "best_issue_reason": "Issue:43644 is the clearest, narrowly-scoped bug report among the items; most others are broader, more speculative, or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated bugs." + "reason": "Different problems: early-stopping metric selection vs image processor handling of void segmentation maps." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values affect different code paths." + "reason": "Unrelated symptoms and code paths: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer-related, but one is fast/slow behavioral inconsistency and the other is a T5 special-method load error." + "reason": "Both tokenizer-related, but one is slow/fast inconsistency while the other is a T5Tokenizer load-time special-token conflict." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both touch Qwen multimodal loading, but video input validation and weight_only loading failure are distinct problems." + "reason": "Both involve Qwen multimodal loading, but one is a video-input processing ValueError and the other is a weight_only from_pretrained error." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Completely different subsystems: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token registration." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 memory growth under quantization is a runtime/memory bug, not the tokenization change reported in 45701." + "reason": "Different regressions: int4 quantization memory growth/OOM vs tokenization changes across versions." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading and a T5 RMSNorm memory leak are different failure modes." + "reason": "Both mention memory/offloading, but one is quantization offload behavior and the other is a T5 RMSNorm memory leak." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling and Bark voice_preset loading are unrelated." + "reason": "Different models and failures: segmentation map processing vs BarkProcessor voice_preset handling." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and removed pipeline-task docs are both docs-ish, but not the same change or bug." + "reason": "A typo in cache-strategy docs is not the same as stale pipeline-task documentation." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark is separate from BitNet packed-weight unpacking during accelerate loading." + "reason": "Both are loading/offload-related CI bugs, but the concrete failures differ: device mismatch vs unpacking packed weights." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different loading issues." + "reason": "Both touch loading, but one is a non-persistent-buffer corruption regression and the other is inconsistent from_pretrained behavior in Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and composite Qwen text_config unwrapping are different config bugs." + "reason": "Different Qwen 3.5 issues: sliding_window behavior vs unwrapping text_config for composite configs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Unrelated: auto device mapping cudaErrorAssert vs PEFT adapters failing to load local checkpoints." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model path warnings and undefined multimodal token counting helpers are unrelated." + "reason": "Path normalization import warning is unrelated to the missing video-path helpers in multimodal token counting." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Batch gathering label truncation and SAM3 text/box behavior are different evaluation vs inference bugs." + "reason": "Different areas: metric gathering last-batch tuple handling vs SAM3 text/bounding-box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are separate service/runtime issues." + "reason": "Serving crash from missing processor state is not the same as streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Offload device mismatch in a model is not the same as tokenizer special-token registration." + "reason": "Device offload mismatch and tokenizer special-token registration are unrelated bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count bookkeeping and generation with cached key values are unrelated training/runtime bugs." + "reason": "TrainerState token counting bug vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError do not share a code path." + "reason": "Both mention window_size, but the affected models and failure modes differ." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset loading and Qwen3 device-mapping failures are unrelated model-specific bugs." + "reason": "BarkProcessor voice_preset and Qwen3 auto-device-mapping are unrelated." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and cache.get_seq_length tensor arithmetic are different failures." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions for specific models, but the reported tokenizer/model failures are not the same underlying bug." + "reason": "Different loading failures for different models; no shared underlying bug is evident." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping and Qwen3_5Moe rotary embedding CPU-offload compatibility are distinct issues." + "reason": "Composite-config unwrapping and CPU-offload rotary embedding compatibility are separate issues." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder save keys and missing text encoder load weights are separate save/load problems." + "reason": "Both concern multimodal weight loading/saving, but the concrete bugs are different: save_pretrained key corruption vs text encoder weights not loading." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated model-config bugs." + "reason": "Model post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk values and inconsistent from_pretrained-in-class behavior are different initialization/loading defects." + "reason": "One is a buffer-initialization regression; the other is a from_pretrained behavioral inconsistency." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict is a tokenizer constructor bug, not the ScandiBERT loading failure." + "reason": "AddedToken constructor argument conflict does not match the model-loading failure for ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches in inference are unrelated." + "reason": "Perceiver positional interpolation and dtype mismatch in bfloat16 inference are distinct failures." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading failure and PIL image processors requiring torchvision are separate v5 regressions." + "reason": "Physical-intelligence/fast loading failure and PIL image processors requiring torchvision are different regressions." } ] }, @@ -5432,8 +5486,8 @@ "issue:46032|issue:46463", "issue:43421|issue:44186", "issue:43782|issue:45381", - "issue:44995|issue:46858", "issue:45081|issue:45356", + "issue:44995|issue:46858", "issue:30064|issue:36010", "issue:45356|issue:45907", "issue:39692|issue:43873", @@ -5443,20 +5497,20 @@ "issue:43653|issue:43720", "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "894dfd93e6fb41971280b3a19c1e385e2a4503280e9eb5fa7023fcdd4a341460", + "prepared_review_unit_hash": "ac51e530f0fc7fc81e69b520ef539abc492ea35cceebc7118fb2f12de5924f40", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37562, + "serialized_chars": 37564, "estimated_input_tokens": 9391, "estimated_eval_tokens": 19038 }, @@ -5465,204 +5519,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Hugging Face issues; the only clear duplicate pair is the Qwen2_5_VLProcessor batched padding=False crash. Most other soft links are broad topical similarities, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue 44514 is the best canonical issue: it is the earlier, more detailed report and is an exact duplicate of 44545.", + "summary": "This cluster is mostly heterogeneous. Only a couple of pairs look like true duplicates; the rest are same-subsystem but different bugs. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer regression because it points to the exact failing path (_patch_mistral_regex -> model_info) and explains the HF_HUB_OFFLINE breakage; issue:42886 is the broader symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue 44514 is the strongest cluster representative because it cleanly captures the only confirmed duplicate theme and has the fuller problem description.", + "best_issue_reason": "issue:44843 is the best overall issue anchor in this set: it is specific, actionable, and directly captures the underlying failure mode rather than only the user-visible symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different sequence-classification bugs: one is config propagation, the other is a single-label zero-loss regression." + "reason": "Both are classification/config bugs, but one is num_labels propagation and the other is degenerate zero-loss behavior across models; different code paths." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention gradients/training behavior, but the concrete failure modes and code paths are different." + "reason": "Gradient checkpointing in eval mode is unrelated to the DeepSpeed/ZeRO-3 gradient growth regression." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tie_word_embeddings, the other is a save_pretrained key regression for a multimodal model." + "reason": "One is a LoRA warning about tie_word_embeddings; the other is incorrect visual encoder keys on save_pretrained. Different bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: documentation/example mismatch vs processor/model input-size mismatch." + "reason": "SigLIP2 doc/example errors are unrelated to OmDet-Turbo's processor/model image-size mismatch." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding bug versus FA2 long-context performance regression; not the same underlying change." + "reason": "Video processor padding is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer internals, but one is runtime post-processor updates and the other is save/load config corruption." + "reason": "Special-token post-processor updates at runtime are distinct from DiaConfig losing custom token IDs on save/load." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated issues: Qwen3 device-mapping cuda assert vs T5 RMSNorm memory leak." + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is a different path from quantized sinq save/load breakage." + "reason": "Both involve loading/saving, but one is PEFT local checkpoint loading and the other is quantized sinq save/load corruption; not the same bug." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing and T5 apex leak are separate defects." + "reason": "Gradient checkpointing eval-mode behavior does not match a T5 RMSNorm memory leak." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both are offline-related tokenizer problems, but 44843 is specifically a _patch_mistral_regex model_info call and 42886 is broader cache-loading failure." + "accept": true, + "reason": "Same offline-mode failure: 42886 reports the cache-load symptom, while 44843 identifies the exact _patch_mistral_regex/model_info cause." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 apex memory leak and missing supports_gradient_checkpointing are unrelated." + "reason": "T5 apex memory leak and missing gradient-checkpointing flag on a trust_remote_code model are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "One is an embedding-unpacking failure in TRL SFT, the other is trainer.evaluate breaking after trainer.train()." + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train() are different training-loop issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "Exact same crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input with padding=False." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different multimodal/config issue versus a missing gradient-checkpointing flag." + "reason": "AutoModelForCausalLM config unwrapping for Qwen multimodal configs is unrelated to the missing gradient-checkpointing flag bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are not the same bug." + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failure modes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to special tokens, but one is a backend post-processor update issue and the other is a BigBirdTokenizer registration bug." + "reason": "Runtime special-token updates and BigBirdTokenizer mask-token registration are related thematically but not the same underlying bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 inference weirdness vs CamemBERT MLM regression." + "reason": "Different model families and different failures: SigLIP2 pipeline output vs CamemBERT masked-LM predictions in v5." }, { "left": "issue:39692", - "right": "issue:43493", + "right": "issue:43873", "accept": false, - "reason": "Both mention SigLIP2, but one is docs/example errors and the other is an implementation discrepancy against JAX." + "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Cache/use_with_seq_len bug and a T5 error-message bug are unrelated." + "reason": "Mamba2 cache/use_cache correctness is unrelated to a T5 decoder-input error message." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates versus LayoutLMv2 tokenizer crashes are different tokenizer bugs." + "reason": "Special-token post-processing updates are unrelated to LayoutLMv2Tokenizer crashes on NER/batched padding." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal failures: weight_only loading error versus incorrect video vision_position_ids." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are distinct multimodal bugs." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Both involve cache, but the affected models and failure mechanisms are different." + "reason": "Both touch Mistral/Kimi tokenizer code, but one is an AttributeError in fix_mistral_regex while the other is a codec-handling regression with a warning issue." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError in the patch function and the other is a tokenizer regression with codec handling." + "reason": "Stale indexer cache on second forward pass is different from static-cache seq-length returning a device tensor." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image segmentation map processing versus a GenerationMixin import error." + "reason": "Image processor void segmentation maps and GenerationMixin ImportError are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and repository listing API forwarding are unrelated." + "reason": "Kimi tokenizer regression is unrelated to list_repo_files not forwarding revision in CI." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to quantization offloading behavior." + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization offloading issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading failure and DAC from_latents/STE mismatch are different code paths." + "reason": "BitNet packed-weight loading and DAC.from_latents missing STE are different model-specific bugs." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length typing bug and VideoPrism output-field bug are unrelated." + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to VideoPrism hidden_states plumbing." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model implementations and failure modes; no shared concrete bug." + "reason": "VideoPrism output field mix-up is unrelated to RT-DETR forward failing when feature levels exceed backbone outputs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom checkpoint loading with processor/tokenizer access and Kosmos2.5 OCR index errors are different bugs." + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as Kosmos2.5 long-OCR index errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: 44514/44545 is an exact duplicate pair by title, and the canonical choice for 44514 is conservative and supported by created_at/body length. The rest of the soft-edge rejections stay cautious and are consistent with the titles, without overstating duplicate evidence." + "feedback": "The summary is grounded in the packet, stays conservative on the soft edges, and does not overclaim duplicates or PR mergeability. The accepted duplicate pairs are well supported by the issue titles/descriptions, and the rejected pairs are phrased cautiously." }, "evaluator_used": true, "retried": false, @@ -5761,202 +5815,202 @@ "issue:45183|issue:45479", "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "4d7e57b94e0a09dede32c7b6abae0c620240f17d8b8dba413f44c221721559f3", + "prepared_review_unit_hash": "49bb01aa12b15f671cb383ce5e5c7809a474171bf5236473194fbf2886af714a", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35675, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 35678, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous, with no clear duplicate cluster and no PRs present. All soft edges are rejected as they point to different concrete bugs or failure modes, even when they touch similar subsystems.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "No true duplicate cluster here: the soft pairs mostly share broad subsystem keywords but describe different models, code paths, or failure modes. I would reject all proposed merges.", + "confidence": 0.94, + "canonical_issue_reason": "There is no single canonical duplicate candidate in this set because the issues are largely unrelated. If one issue must be chosen as the representative standalone report, issue 44843 is the most concrete and actionable.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44843 is a strong standalone report: it names a specific helper, has a clear trigger, and appears reproducible with a narrow fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA vs MLuke tokenizer AttributeError." + "reason": "Different model and failure mode: torch.compile/SDPA vs tokenizer AttributeError." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different code paths: torch.compile/SDPA crash vs DiaConfig save/load token ID loss." + "reason": "Both are model bugs, but the symptoms and code paths are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to loading EMBEDDIA/est-roberta tokenizer failure." + "reason": "Both concern tokenizers, but one is an AddedToken construction bug and the other is a model loading issue." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + "reason": "Completely different subsystems: DeepSpeed/BertModel init vs fbank feature extraction." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + "reason": "Different regression categories: video position IDs vs long-context performance." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related Qwen bugs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template token/feature mismatch." + "reason": "Both mention video inputs, but the affected models and root causes differ." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision is unrelated to `_prefill` cache seq-length device tensor arithmetic." + "reason": "Different code paths: Gemma3n forward variable collision vs cache sequence-length arithmetic." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing fields from `trust_remote_code=True` config loading." + "reason": "Unrelated issues: sliding-window handling in Qwen3-MoE vs AutoConfig missing fields." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Transformers 5 base_model_prefix breakage is unrelated to inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Both involve loading models, but one is a base_model_prefix regression and the other is from_pretrained behavior inside classes." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to DAC `from_latents` vs forward mismatch." + "reason": "Tokenizer special-token registration and DAC from_latents/STE mismatch are unrelated bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction bug is unrelated to `add-new-model-like` failing on `TOKENIZER_MAPPING_NAMES`." + "reason": "Different problems: audio feature extraction vs add-new-model-like / tokenizer mapping logic." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation are unrelated to Perceiver image classification with non-default resolution." + "reason": "Different model families and failures: tokenizer padding/truncation crash vs Perceiver image classification rescaling issue." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to RTDetr producing different outputs in v5." + "reason": "Different symptoms and code paths: CLIPOutput attentions field vs RTDetrV2 output divergence." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to loading the EMBEDDIA/est-roberta tokenizer." + "reason": "Different areas: Qwen3 device-mapping crash vs tokenizer load failure for a specific model." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing is unrelated to `compute_loss(num_items_in_batch)` signature mismatch." + "reason": "No overlap in underlying bug: image processor segmentation maps vs CustomTrainer 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` while the other is strict config rejection for `granite_speech`." + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is strict config validation for granite_speech." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA crash and DAC `from_latents` mismatch are unrelated bugs." + "reason": "Different model/runtime problems: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer creation with zero encoder layers is unrelated to Smollm3 RoPE layer dropping." + "reason": "Different models and defects: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer handling." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but different root causes: offline `model_info()` call vs missing `backend_tokenizer` attribute in `_patch_mistral_regex`." + "reason": "Same helper area, but distinct bugs and triggers: offline model_info call vs backend_tokenizer attribute access." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading is unrelated to Jinja/template compilation errors." + "reason": "Unrelated failures: AutoImageProcessor loading vs template compilation error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Tokenizer crashes in LayoutLMv2 vs AutoTokenizer failing to load a different tokenizer are separate issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 long OCR index errors." + "reason": "Both are multimodal docs/model problems, but the bugs are unrelated and model-specific." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to CamemBERT masked LM prediction changes." + "reason": "Both are v5 behavior regressions, but they affect different models and likely different underlying causes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma3n audio_mel_mask variable collision." + "reason": "Different model families and error sources: video processing ValueError vs Gemma3n attribute collision." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to broken FSDP CPU RAM-efficient loading." + "reason": "Different issue types: non-persistent buffer initialization vs FSDP CPU RAM efficient loading." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice_preset and GenerationMixin import errors are different components and failures." + "reason": "Both mention processor/import problems, but Bark voice preset and GenerationMixin import errors are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input/inputs_embeds validation messaging bug is unrelated to degenerate single-label classification loss." + "reason": "Different validation semantics across different model families; not the same bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after special-token alignment is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Different modalities and failure modes: Whisper empty transcription vs Kosmos2.5 long OCR input." } ] }, @@ -6058,106 +6112,106 @@ "issue:44671|issue:45701", "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "cb1855bd669dc602a989e98a009aeefe9d62ea8d97fdeeadfd18bd022ca1a70b", + "prepared_review_unit_hash": "373853cbbb44fbb8cce55d8e88565cb8c7c9ec7bd3271dd4ed918e157403532a", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36219, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "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": "This cluster is a broad mix of Transformers v5 regression reports: tokenization, remote-code loading, multimodal/video bugs, dtype/device mismatches, and trainer/cache edge cases. The soft pairs are mostly thematically similar but do not look like the same concrete bug or change.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45020 is the broadest representative issue here, covering the recurring 'recent transformers versions break remote-code/models' regression theme that many other reports in this cluster loosely resemble.", + "summary": "This cluster is heterogeneous and mostly contains distinct Transformer v5-era regressions across tokenization, loading, multimodal inputs, and dtype/device handling. The soft pairs are thematically similar in places, but none look like the same concrete bug/change.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set, covering recent v5/remote_code breakages and serving as the least narrow representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue to anchor the cluster because it is the most umbrella-like report and can plausibly subsume several nearby v5 compatibility breakages, even though the candidates are not true duplicates.", + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most general regression report and sits closest to the overall theme of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention inference/device mismatch, but one is a CPU offload bug for bark-small and the other is a bfloat16 dtype mismatch; different models and code paths." + "reason": "Both are inference-time mismatch bugs, but one is CPU offload/device placement on a specific model and the other is bfloat16 dtype mismatch on different wrappers; not the same code-path defect." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to the MPS histogram Int error in moe code; no shared concrete failure path." + "reason": "Completely different failures: Llava Next loading segfault vs an MPS histogram op limitation in MoE code." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is a different bug from the dtype mismatch issue in SwitchTransformers/TimmWrapperModel." + "reason": "One is a torch.compile/SDPA failure for Bamba, the other is dtype mismatch inference bugs; similar area, different underlying issue." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Label truncation in gather_for_metrics and Mamba2 use_cache producing wrong results are separate training/runtime bugs." + "reason": "Different bugs: last-batch label truncation in gather_for_metrics vs incorrect use_cache behavior in Mamba2Mixer." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are vision/video-ish regressions, but one is a Qwen video-input regression and the other is an OCR index error in Kosmos2.5." + "reason": "Both are multimodal/video-ish errors, but the specific models, failure modes, and code paths differ substantially." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs regression around pipeline translation support; the other is a model output quality problem with AutoModel/pipeline." + "reason": "One is an error-message/documentation issue around pipeline removals; the other is a model output correctness problem." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation corruption are different symptoms with different triggers." + "reason": "Qwen3VL loading with weight_only=True and Qwen3.5 flash-attention generation are unrelated regression types." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in caching warmup is unrelated to from_config leaving config.dtype stale." + "reason": "Apple Silicon TypeError in warmup code vs stale config dtype after from_config; not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/shared-weights issues are separate model-loading/model-architecture bugs." + "reason": "Blip2 dtype propagation vs Video-LLaVA missing temporal attention / shared weights are different model-loading/model-architecture problems." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific model is not the same as importing pipelines failing due to kernels package requirements." + "reason": "Tokenizer loading failure for a specific model vs import failure due to kernels package version/revision requirements; different dependency issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor sync in TokenizersBackend and Whisper batch_decode ignoring skip_special_tokens are different tokenizer API bugs." + "reason": "Special-token post-processor update at runtime and Whisper batch_decode skip_special_tokens are related to tokenization, but not the same code-path bug." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both concern remote-code breakage, but one is specifically about removing is_torch_fx_available while the other is a broader report; not the same concrete cause." + "reason": "44561 is one specific regression caused by removing is_torch_fx_available; 45020 is a broad umbrella for remote_code breakages." }, { "left": "issue:43950", @@ -6169,85 +6223,85 @@ "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "A dtype mismatch between preprocessor and model is different from a variable-name collision causing AttributeError in Gemma3nModel.forward()." + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessing vs variable-name collision causing an AttributeError in Gemma3n." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL-30B and missing linear_attn entries in TP plan are distinct model-configuration bugs." + "reason": "Both mention shape issues in Qwen VL models, but one is a specific load-time weight mismatch and the other is TP-plan missing entries causing OOM/shape errors." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation error message are unrelated issues." + "reason": "Qwen3.5 video feature/token mismatch is unrelated to the T5 decoder-input validation error-message issue." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a pipeline error-message regression and the other is stale documentation; same area, different artifact and fix." + "reason": "Both are about v5 pipeline removals, but one is an error message and the other is docs cleanup; not the same defect." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a broad slow-vs-fast tokenizer inconsistency report." + "reason": "The titles are tokenizer-related, but one is specifically added-token spacing while the other is a broader slow/fast inconsistency report." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape mismatch in indexing and trainer.evaluate failing after train are different runtime failures." + "reason": "An indexing shape mismatch is not the same bug as trainer.evaluate failing after trainer.train()." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to the bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Processor image-size mismatch and dtype mismatch in inference are different issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video input, but they target different Qwen variants and different bugs: ValueError processing video inputs vs wrong vision_position_ids." + "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing/position-id logic." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from the dtype mismatch reports." + "reason": "Packed-weight handling during accelerate loading is unrelated to bfloat16 dtype mismatch inference bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights rejecting _is_hf_initialized are separate loading regressions." + "reason": "FSDP CPU RAM-efficient loading broken and init_empty_weights rejecting _is_hf_initialized are both loading-related, but not the same underlying failure." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype handling and Apple Silicon caching allocator warmup are unrelated bugs." + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Custom models in Jupyter notebooks and inconsistent from_pretrained behavior inside Python classes are related only at a very high level." + "reason": "Both concern model instantiation patterns, but one is a Jupyter/custom-model regression and the other is inconsistent from_pretrained behavior inside classes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked LM prediction regression and version-dependent tokenization changes are not the same underlying bug." + "reason": "CamemBERT masked-LM correctness and version-dependent tokenization changes are not the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing tensorflow in extras install and the Mistral regex patch crash are unrelated packaging vs tokenizer-initialization issues." + "reason": "Packaging/back-end dependency omission is unrelated to the Mistral tokenizer regex patch crash." } ] }, @@ -6334,8 +6388,8 @@ "issue:43550|issue:44912", "issue:43742|issue:45020", "issue:43329|issue:45600", - "issue:45084|issue:45538", "issue:44060|issue:44368", + "issue:45084|issue:45538", "issue:43452|issue:44991", "issue:43526|issue:43697", "issue:43257|issue:43329", @@ -6350,202 +6404,202 @@ "issue:42490|issue:43257", "issue:43720|issue:44610" ], - "prepared_review_unit_hash": "3ac680d38e8e1c248cffd2aa3bd5d10754f99a689e85ceb96e22631994508261", + "prepared_review_unit_hash": "529847686d1ac2bc65569b09de977b24582adabc0317aa1b1d64130d208c6b1b", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs across audio, tokenizer loading, training, multimodal processors, quantization, and backend-specific regressions. None of the suggested soft edges look like the same concrete bug/change, so all are rejected.", + "summary": "These soft pairs are mostly superficial similarities across unrelated bugs (loaders, processors, trainers, and model-specific regressions). I do not see any pair that clearly reflects the same underlying bug or change, so no soft edges should be accepted.", "confidence": 0.92, - "canonical_issue_reason": "No single issue clearly represents a duplicate set here; if a representative anchor is needed, issue:45020 is the broadest systemic regression report, but the cluster is too mixed to treat as one bug family.", + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the set spans unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most broadly scoped and could serve as a weak representative anchor, but it does not actually unify the other issues into a duplicate cluster.", + "best_issue_reason": "No issue is a strong global representative for deduping this cluster, since the apparent similarities are broad and mostly incidental.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failures: Bark voice_preset handling vs CustomTrainer compute_loss signature mismatch." + "reason": "Different areas and failures: BarkProcessor voice preset vs CustomTrainer compute_loss signature change." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP class structure inconsistency. Related theme only, not same bug." + "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP model structure inconsistency. Related theme, but not the same bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor padding/patch-count issues, but they affect different models and different code paths." + "reason": "Both are image-processor shape/padding issues, but for different models and different logic paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs DAC latent/forward mismatch; no shared concrete code path." + "reason": "Audio processor sampling-rate default vs DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen/VL bugs: weight_only loading failure vs rope index temporal scaling." + "reason": "Different Qwen-VL regressions affecting different loading/rope-index code paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patching crash and Gemma4Processor missing _tokenizer are separate processor-loading failures." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate tokenizer/processor issues." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common-adjacent processor/tokenizer behavior, but one is a missing import and the other is continue_final_message logic." + "reason": "Different mistral_common-related failures: missing ReasoningEffort import vs continue_final_message behavior." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon caching allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime errors." + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Float8 storage lookup failure is not the same as PIL backend requiring torchvision." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile SDPA failure and git-oss-20b MXFP4 loading fallback are different model/runtime problems." + "reason": "torch.compile SDPA failure in Bamba is unrelated to quantized loading fallback in git-oss-20b." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error during load is a model-specific mapping bug, not the broad remote_code regression described in 45020." + "reason": "KeyError loading a specific model is not the same as the broad remote_code regression." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video-token counting bug in multimodal processors is unrelated to stale auto_mappings.py references breaking CI." + "reason": "Multimodal token counting video bug and auto_mappings CI breakage are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Chat template compilation TypeError is unrelated to CLIPTokenizer's extreme model_max_length value." + "reason": "Both mention tie_word_embeddings/warnings in Qwen variants, but the reported behavior and affected code paths are not clearly the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both mention Qwen3-Next/Qwen3.5 tie-weight warnings, but one is a specific incorrect tie mapping and the other is a user-facing warning from fine-tuning." + "reason": "Template compilation error and CLIP tokenizer max_length bug are unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling and EMBEDDIA tokenizer loading failure are separate from different loader paths and symptoms." + "reason": "gguf_file loading breakage and a specific tokenizer load failure are different issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to RTDetrV2 output drift in Transformers v5." + "reason": "BEiT label reduction bug and RTDetrV2 output drift are separate image-model regressions." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion issue is unrelated to multimodal video token counting." + "reason": "Qwen3 MoE loading/weight conversion and multimodal token counting are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "reduce_labels returning one label and MPS attention correctness with mismatched heads are unrelated bugs." + "reason": "Different models and failure modes: label reduction vs MPS attention correctness." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated repro of issue 38071 is not the same as FP8 inference failing on B200." + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import regression and compute_loss signature change are different breakages." + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated regressions." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization problems." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend requiring torchvision are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 index error with non-pretrained Bert and trainer.evaluate() after train() are different training failures." + "reason": "DeepSpeed ZeRO3 index error and trainer.evaluate() after train() failure are not the same bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch-only install missing TensorFlow backend is unrelated to pipelines import failing because kernels now needs version/revision." + "reason": "Packaging/backends issue for torch install and kernels import-version requirement are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion are different loading issues." + "reason": "Trailing-slash local path warning and Qwen3 MoE weight conversion are unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and OmDet-Turbo 640px-vs-224px preprocessing mismatch are unrelated." + "reason": "Packed-weight loading bug and OmDet-Turbo processor size mismatch are different problems." } ] }, @@ -6647,196 +6701,196 @@ "issue:43525|issue:46291", "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "b1a06a8903c377e64e3719af326c3ba4daa05899cb244bb4db6f5d59d925b1b2", + "prepared_review_unit_hash": "f298fb9b1a898533cfa97f412117adcb3c6cb85f05ef8aae128209c35b655b0d", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36016, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes (tokenizers, multimodal loading, quantization, offload, or video processing) but not the same underlying bug. I would not merge any of the candidate pairs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items cover unrelated failures across different models, processors, and code paths, so there is no true duplicate set here.", + "summary": "This set is mostly heterogeneous. The soft pairs share broad subsystems at best, but they do not look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue. If forced, the most concrete code-path bug is issue 43329, but it does not represent the rest of the cluster.", + "best_issue_reason": "If an issue must be used as a loose anchor, issue:43329 is the most concrete code-path bug report (specific undefined variables in the video multimodal helper), but it is not a true representative of the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both involve model/loading quality, but one is a SigLIP2 docs/example mismatch and the other is MXFP4 quantization fallback for gpt-oss-20b; different bugs." + "reason": "Different problems: SigLIP2 doc-example errors vs GPT-oss MXFP4 quantization fallback/OOM behavior." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated code paths." + "reason": "Unrelated models and failure modes: PEFT/local-checkpoint loading vs Whisper batch_decode skipping special tokens." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading error and Qwen3.5 flash-attention generation regression are different model-specific issues." + "reason": "Different model-loading/regression reports; one is a unit-test load issue, the other is a flash-attention generation bug." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both concern config handling, but one is AutoConfig trust_remote_code field loss and the other is AutoModelForCausalLM text_config unwrapping for composite Qwen configs." + "reason": "Both touch config loading, but one is about trust_remote_code dropping fields and the other about unwrapping text_config for composite multimodal configs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are distinct failures." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs processor/model image-size mismatch in OmDet-Turbo." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Qwen MoE weight conversion/loading bug vs a separate CUDA OOM report for GPT-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate behavior and Whisper batch_decode token skipping are different processor bugs." + "reason": "Audio chat-template sampling-rate default vs Whisper decode token-skipping; same broad area only, not same bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related, but one is an int4 reserved-memory regression and the other is Sam3Video running out of memory; not the same underlying defect." + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM report." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE conversion failure and Qwen3-VL weight-shape mismatch are separate loading problems." + "reason": "Both involve Qwen, but one is a MoE loading/accelerate-deepspeed issue and the other is a weight-shape mismatch in Qwen3-VL." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but the affected functions and failure modes differ; they are not the same bug." + "reason": "Both are about exception handling hiding errors, but they affect different tokenizer/feature code paths and are not the same bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helpers in _get_num_multimodal_tokens versus wrong batched video processor output shape are different video-path issues." + "reason": "Video-related, but one is undefined variables in multimodal token counting and the other is incorrect batched output shape from video processors." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill recompilation and max_cache_length only applying to Quantized Cache are separate cache features." + "reason": "Related cache subsystem, but one is recompilation from lazy init and the other is max_cache_length being honored only for Quantized Cache." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The first is a specific undefined-variable bug in multimodal token counting; the second is a broader v5.3.0 video-input regression across several VLMs." + "reason": "Shared video/VLM area, but 44479 is a broad regression across multiple models while 43329 is a specific undefined-variable bug in a helper." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM-125M key error are unrelated model-loading bugs." + "reason": "Different models and failures: FineGrainedFP8Config handling vs a key error when loading MobileLLM-125M." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading/memory issues." + "reason": "Both mention memory/loading concerns, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo causing OOM." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and gpt-oss-20b perplexity are unrelated training/evaluation problems." + "reason": "Unrelated training-state bookkeeping bug vs unexpectedly high perplexity on GPT-oss-20b." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency are unrelated issues." + "reason": "Different regressions: init_empty_weights/_is_hf_initialized argument handling vs PIL image processors requiring torchvision." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Generic 'ADD THE DATA' report and isolated reproduction of another issue are not duplicates." + "reason": "Not the same issue; one is a vague data request and the other is an isolated reproduction of a different tracked bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Different subsystems: FP8 model loading failure vs loading AutoImageProcessor from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating are different components and bugs." + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; no concrete overlap." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different code paths." + "reason": "Both involve CPU offload, but they are model-specific failures on different code paths and should not be merged." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token IDs lost on save/load and MXFP4 quantization fallback are unrelated." + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 quantization fallback." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and DiffusionGemma pipeline failure are different multimodal problems." + "reason": "Different multimodal pipelines and symptoms: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch import for AutoModel and Bart generate() decoder_attention_mask error are unrelated." + "reason": "Completely different problems: missing PyTorch dependency ImportError vs Bart generate() UnboundLocalError." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-loading bugs." + "reason": "AyaVision weight-tying bug vs Blip2 dtype propagation bug; different models and fixes." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id and transformers.pipelines import failure with kernels v0.15 are unrelated." + "reason": "Llama4Config missing pad_token_id is unrelated to the pipelines import failure with kernels v0.15." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors; not the same underlying bug." + "reason": "Different tokenizer regressions: special tokens not added vs codec handling/fix_mistral_regex warning in Kimi-K2.5." } ] }, @@ -6939,14 +6993,14 @@ "issue:43540|issue:44560", "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "5828c21ec554c57af9a86fe82dc79bc3b7c615ed4db46a88e3474ded5f9194ad", + "prepared_review_unit_hash": "1f66082a52d6c100eaa61eabb662341467f13a2b0a298d1db2433ab14b6a38e0", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, @@ -6961,180 +7015,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft edges are mostly broad thematic overlaps (tokenizers, loading, multimodal models, training) rather than true duplicates. I would not merge any of the candidate pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue emerges from this set; the items describe unrelated bugs and regressions, so any one issue would be only an arbitrary representative.", + "summary": "This cluster is largely heterogeneous; the nearest umbrella is the broad tokenization-regression report, but the suggested soft pairs do not look like true duplicates or mergeable one-fix-fits-both cases.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set: it describes a generic tokenization behavior change and has the most inbound references, while most other items are narrower model- or runtime-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue #45488 is the strongest candidate because it is a detailed, high-signal regression report with active discussion and broader impact on DeepSeek V3/R1 tokenization.", + "best_issue_reason": "issue:45701 is the best cluster anchor because it is umbrella-like and can subsume tokenization regressions more naturally than the model-specific, dependency-specific, or hardware-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Both are version-related regressions, but one is a model-loading failure and the other is a tokenizer max-length bug; different code paths and symptoms." + "reason": "Different problems: model loading failure for a specific model vs. CLIPTokenizer max-length behavior." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "These are distinct loading failures for different models and causes; one is a missing PyTorch dependency error, the other is a specific model-loading regression." + "reason": "Unrelated failures: missing PyTorch import error vs. a Llama 3.2 vision loading regression." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Unrelated problems: tokenizer max_length behavior versus multi-GPU device-map failure in YOLO." + "reason": "Different subsystems: tokenizer max_length bug vs. YOLO multi-GPU device-map failure." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR issues: one is an AMP/CUDA crash in the loss, the other is a forward-pass shape/feature-level mismatch." + "reason": "Both are detection-model issues, but they affect different code paths and symptoms; not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Both involve model behavior regressions, but one is RT-DETR output differences and the other is Qwen3.5 save_pretrained key serialization." + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key regression are separate issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "One is a Torch-version compatibility complaint, the other is an import-time kernels API requirement; different failure modes." + "reason": "Different dependency breakages with different triggers and fixes." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error for CLIP community models is unrelated to TrainerState token-count tracking." + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token accounting." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tying weights, but they are different bugs: one is a missing lm_head tie in Mistral3, the other is collapse after LoRA merge with extended vocab." + "reason": "Both mention tied weights, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Fine-grained FP8 failure in Qwen3Moe is unrelated to CLIPTokenizer max_length behavior." + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer max_length." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin issue are unrelated." + "reason": "DeepSpeed ZeRO3 deque crash and an unreleased PEFT version bump are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend selection for torch install does not match an import error for Qwen2_5_VL." + "reason": "Packaging/backend installation issue vs. a model import failure; different causes." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "A missing PyTorch dependency error is unrelated to LayoutLMv3's box-content validation/error-message issue." + "reason": "Missing PyTorch import error is not the same as LayoutLMv3 error-message clarity." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a model-specific tokenizer loading regression." + "reason": "Different tokenizer bugs: AddedToken kwargs collision vs. a specific tokenizer-loading regression." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "A video-input regression in Qwen VL models is not the same as an FA2 long-context performance regression." + "reason": "Video-input regression and FlashAttention long-context performance regression are different issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Loading MobileLLM-125M fails for a different reason than init_empty_weights rejecting an unexpected internal argument." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to the TimesFM window_size attribute error." + "reason": "Trainer evaluate/train lifecycle bug is unrelated to TimesFM window_size handling." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One bug is incorrect module dtypes in BLIP2 loading; the other is stale config dtype after from_config. Similar topic, different defect." + "reason": "Both concern dtype/state consistency, but one is BLIP2 loading and the other is from_config staleness; not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are separate training/serialization issues." + "reason": "Different failures: FP8 config handling vs. FSDP CPU RAM efficient loading." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression is not the same as a tokenizer-version change issue." + "reason": "Qwen3.5 hidden-states bug is unrelated to the broad tokenization regression in 45701." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading problems and an Apple Silicon caching_allocator_warmup TypeError do not share the same underlying bug." + "reason": "GGUF tokenizer/model loading issue and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and a missing PyTorch import error are unrelated." + "reason": "Flash Attention 2 compatibility for XLM-Roberta is unrelated to missing-PyTorch import errors." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to tokenizer fast/slow inconsistency." + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are different bugs." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "The first is a model loading regression; the second is a Hub utility bug about forwarding revision. Same ecosystem, different code paths." + "reason": "Model loading regression and list_repo_files revision forwarding are not the same underlying change." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video processing are separate failure modes." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend-install packaging issue and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "Package backend omission and a specific model-loading failure are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on add_special_tokens and the other is overriding tokenizer.json pre-tokenizer behavior; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and code paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen multimodal failures: one is video-input processing in Qwen3OmniMoe, the other is a StopIteration in Qwen3-vl-embedding." + "reason": "Both are video-related Qwen issues, but the affected models and concrete failures differ." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are not the same issue." + "reason": "Janus image-generation test failure is unrelated to Phi-4 multimodal model loading." } ] }, @@ -7235,203 +7289,206 @@ "issue:45357|issue:45920", "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "8aac51839931c7cf4cf902b3d3eb82ea265b88f377945f6089428636dc7b4dde", + "prepared_review_unit_hash": "0159f8acda31d0e2876f5274538ed497e571e8284664cdb5ba819faa54742a28", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35593, - "estimated_input_tokens": 8899, - "estimated_eval_tokens": 18054 + "serialized_chars": 35602, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of semantically related but mostly distinct Transformers bugs spanning tokenizers, model/config loading, trainer behavior, dtype/device mismatches, and Qwen video regressions. None of the soft pairs look like the same concrete underlying bug or fix.", - "confidence": 0.91, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44479 is the strongest representative: it is a concrete regression report, names the affected models and version, and has the clearest bug scope. That said, the overall set is heterogeneous rather than a true duplicate group.", + "summary": "This cluster is mostly heterogeneous false positives. The only convincing duplicate pair is the Qwen video-input regression reports (#44479 and #45381), which appear to describe the same underlying position-id bug. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.82, + "canonical_issue_reason": "#44479 is the broadest and clearest report, covering the video-input regression across multiple Qwen model variants; it also matches the one plausible duplicate pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44479 is the best issue candidate overall because it is regression-focused, well-scoped, and actionable, with explicit affected models and version context.", + "best_issue_reason": "#44479 is the best global issue to anchor the cluster because it describes the shared concrete regression at a higher level and is more representative than the narrower repro in #45381.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both concern Qwen video behavior, but 44479 is a broader v5.3.0 regression across several Qwen families while 45381 is a specific qwen2.5-vl position_ids bug; different concrete failures." + "accept": true, + "reason": "Same underlying Qwen video-input regression: both describe wrong video position-id handling in the Qwen2.5-VL/Qwen3 family, with #45381 reading like a narrower reproduction of #44479." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different model families and failure modes: zero probabilities in SigLIP2 vs non-default-resolution Perceiver classification failure." + "reason": "Different model families and different failures: zero probabilities in SigLIP2 vs non-default-resolution interpolation in Perceiver." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "One is an init_empty_weights / unexpected argument error, the other is AutoImageProcessor URL loading; unrelated code paths." + "reason": "Unrelated loading/configuration problems: `_is_hf_initialized` with `init_empty_weights` vs `AutoImageProcessor` URL loading." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video inputs, but they target different model families and different bugs; not the same fixable issue." + "reason": "Both involve video inputs, but the model families and concrete code paths differ (`Qwen3OmniMoe` processing vs Qwen2.5-VL/Qwen3 position-id regression)." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both are trainer-related, but one is token counting not updating and the other is a compute_loss signature break; distinct problems." + "reason": "Different trainer bugs: token-count tracking vs `compute_loss` signature incompatibility." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different domains: DeepSpeed/accelerate weight conversion vs Smollm3 RoPE layer omission." + "reason": "Different models and different bugs: DeepSpeed/accelerate weight conversion vs RoPE-layer dropping in SmolLM3." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword collision and Mistral regex patch crash are separate tokenizer-loading bugs." + "reason": "Tokenizer special-token duplication is unrelated to the Mistral regex patch crash." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral regex AttributeError." + "reason": "Different subsystems: PIL image processor torchvision dependency vs tokenizer regex patching." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are different API/runtime failures." + "reason": "Unrelated runtime errors in different areas: Apple Silicon allocator warmup vs TimesFM `window_size`." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both touch 4-bit inference, but one is Gemma4 audio-module dtype handling and the other is BitsAndBytes skip_modules clearing a default exclusion; different bugs." + "reason": "Both touch 4-bit inference, but one is Gemma4 audio-module `finfo` on uint8 weights and the other is a BitsAndBytes skip-module configuration regression." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Separate model-loading failures: key error for MobileLLM-125M versus missing Float8 storage type." + "reason": "Different loading failures with different causes: MobileLLM key error vs missing float8 storage object." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and Qwen3.5 missing decorator for apply_rotary_pos_emb are unrelated." + "reason": "Different Qwen/SmolLM issues: RoPE-layer mismatch vs missing decorator for `apply_rotary_pos_emb` registration." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen branches and different defects: Smollm3 RoPE-layer count vs Qwen2.5-VL still-image temporal position scaling." + "reason": "Both are Qwen-family regressions, but one is SmolLM3 RoPE-layer handling and the other is Qwen2.5-VL temporal position-id scaling." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regressions, but not the same one: missing BOS/EOS insertion versus CodeLlama leading-space round-trip loss." + "reason": "Both are tokenizer regressions, but one concerns BOS/EOS insertion and the other leading-space encode/decode behavior." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency version bump problem; the other is stale auto-mapping references breaking CI." + "reason": "Completely different issues: a version pin bump vs stale auto-mappings references." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text-to-text pipeline failure are different paths and symptoms." + "reason": "Different model stacks and failure modes: Mistral-3 dtype mismatch vs DiffusionGemma pipeline breakage." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype mismatches, but they affect different model architectures and loading/inference flows; not one shared bug." + "reason": "Both mention dtype mismatches, but the affected models and concrete paths are different (BLIP-2 QFormer vs SwitchTransformers/TimmWrapperModel)." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs image processor URL loading." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "The first is an isolated reproduction of an existing issue, while the Nemotron example breakage is a different model/example failure." + "reason": "No concrete evidence they are the same bug; one is a reproduction of an older issue, the other is an official Nemotron example breakage." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and BART generate decoder_attention_mask initialization bug are different code paths." + "reason": "Different training/runtime errors: DeepSpeed weight dimensionality vs BART `generate()` decoder mask assignment." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder-input validation error message are not the same underlying issue." + "reason": "Different code paths entirely: XLNet CPU tensor creation vs T5 decoder-input validation messaging." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction of another issue, the other is a long-context FA2 performance regression; different bugs." + "reason": "A reproduction of an older issue is not the same as a performance regression in FA2 long-context generation." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward and T5 decoder validation messaging are unrelated." + "reason": "Different problems: Gemma4 device placement vs T5 error-message wording." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking tokenizer/model.from_pretrained and a specific sleng-bert load failure are different loading issues." + "reason": "Both are loading-related, but one is a GGUF/auto-class loading break and the other is a specific model load failure; no clear same root cause." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output divergence in v5 and VideoPrism hidden_states/last_hidden_state mix-up are distinct output-shape/semantics bugs." + "reason": "Different models and outputs: RTDetrV2 changed predictions vs VideoPrism output field mismatch." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder save_pretrained key bug and AutoTokenizer wrong token IDs across many models are unrelated regressions." + "reason": "Unrelated regressions: Qwen3.5 save_pretrained key mapping vs tokenizer token-ID generation errors." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and strict config loading for granite_speech are different configuration bugs." + "reason": "Different config issues: `num_labels` propagation vs strict config blocking `granite_speech` loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, #44479 \u2194 #45381, is reasonably supported by the titles as the same Qwen2.5-VL/Qwen3 video-input position-id regression, while the remaining pair judgments are appropriately cautious false negatives. No PR-mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7525,20 +7582,20 @@ "issue:45542|issue:46178", "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "f6f331295973e96c9f0aea7e9449a134502b6ef46d2c345c539f115a0070e7ac", + "prepared_review_unit_hash": "2f208cfa7353844ce3906ec5b0684fdb5370d0916c4e517c5501c187b0322705", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 36199, + "serialized_chars": 36198, "estimated_input_tokens": 9050, "estimated_eval_tokens": 18356 }, @@ -7547,175 +7604,178 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated bug reports spanning models, tokenizers, training, loading, and backend issues. None of the soft pairs look like the same underlying defect, so all candidate duplicate edges are rejected.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion/inbound refs and a concrete, high-impact training failure, making it the best anchor if one issue must be chosen.", + "summary": "The set is mostly a grab bag of unrelated bug reports. The only plausible duplicate pair is the v5 tied-weights/save-serialization regression in #44466 and #45005; everything else differs by model, code path, or symptom.", + "confidence": 0.58, + "canonical_issue_reason": "#44466 is the best anchor because it is the most concrete, reproducible regression report in the tied-weights serialization area, and it aligns best with the one plausible duplicate theme in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the clearest and most actionable issue in the set, with broad training impact and enough context to serve as the representative item.", + "best_issue_reason": "#44466 is the strongest standalone issue: it names a specific regression, a precise failure mode (`lm_head.weight` serialization), and a clear version comparison.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different models and different failure modes: Gemma-4 FSDP2 attention state vs Qwen3.5 TP plan entries." + "reason": "Different models and different failure modes: Gemma-4 FSDP2 `KeyError` vs Qwen3.5 TP plan OOM/shape error." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "One is a video-input processing ValueError; the other is a long-context FA2 performance regression." + "reason": "Unrelated issues: Qwen3OmniMoe video input ValueError vs FA2 long-context performance regression." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both are rope-related, but one is config reload persistence and the other is a validation helper type error." + "reason": "Both touch rope/config handling, but one is silent config reload defaulting and the other is a type error in rope-key conversion; different bug paths." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and flash-attention aux-state handling are unrelated code paths." + "reason": "XLNet CPU `torch.arange` bug and flash-attention `s_aux=None` crash are unrelated code paths." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import availability vs Trainer GPU broadcast NoneType handling are completely different failures." + "reason": "ImportError for missing PyTorch and Trainer GPU broadcast TypeError are unrelated." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Incorrect T5 error messaging is unrelated to Gemma-4 4-bit multimodal dtype casting." + "reason": "T5 decoder validation error-message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different issues in different paths: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained regression." + "reason": "Different models and symptoms: RTDetrV2 output mismatch vs Qwen3.5 save-pretrained checkpoint corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a sequence-classification zero-loss issue across models." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading in BitNet and Perceiver positional interpolation are distinct problems." + "reason": "BitNet packed-weight loading failure and Perceiver non-default-resolution image-classification failure are different problems." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "A generic AutoConfig trust_remote_code field-loss issue is not the same as a specific Qwen3_5MoeVisionConfig field omission." + "reason": "Both involve missing config fields, but one is `trust_remote_code` AutoConfig loading and the other is a specific Qwen3.5MoeVisionConfig field dropped by strict validation." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden states, but the models and concrete bugs differ; one omits hidden_states, the other misassigns last_hidden_state." + "reason": "Both mention hidden_states, but one returns `None` and the other puts `last_hidden_state` into the hidden_states slot; different models and opposite symptoms." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting is unrelated to T5 decoder-input validation messaging." + "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to T5 decoder input validation messaging." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both touch tied weights, but one is device-dependent serialization and the other is a broader translation-model tied-weights issue." + "accept": true, + "reason": "Both point to the same underlying v5 tied-weights regression around serialization/save-pretrained behavior; #44466 is the more specific instance, while #45005 describes the broader translation-model manifestation." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures affecting different models and code paths." + "reason": "Tokenizer AttributeError on tasks vs AutoTokenizer failing to load a different tokenizer are different failures." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." + "reason": "Position-id key mismatch and quantization save/load breakage are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are not the same defect." + "reason": "BigBird mask-token special-token registration bug and MLukeTokenizer task AttributeError are unrelated tokenizer issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() post-train failure are different training/runtime issues." + "reason": "Gemma3 ZeRO-3 load-time index error and trainer.evaluate() post-train failure are different code paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both concern from_pretrained loading, but one is gguf_file support and the other is an unconditional model_info() offline-mode bug." + "reason": "gguf_file breaking tokenizer/model loading and offline-mode `model_info()` misuse are distinct loader bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "Aux-loss normalization bug in MoE models and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "DAC latent decoding mismatch and Whisper `skip_special_tokens` handling are different APIs and symptoms." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both mention Siglip/processor flows, but one is zero probabilities from a model and the other is a processor.tokenizer regression." + "reason": "Siglip2 zero-probabilities issue and processor.tokenizer regression are not the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failures are different model-specific bugs." + "reason": "Siglip2 nonsense outputs and Perceiver resolution/interpolation failure are different model-specific issues." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id and DiffusionGemma image-text pipeline failures are unrelated." + "reason": "Llama4Config missing `pad_token_id` and DiffusionGemma image-text pipeline failure are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage from mistral_common is unrelated to Windows ROCm torch.distributed import/type issues." + "reason": "Gemma 4 processor import dependency issue and Windows ROCm/torch.distributed dependency issue are different environment/import failures." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend resolution failures: tensorboard-without-TF vs tensorflow_text backend mapping." + "reason": "TensorBoard-without-TensorFlow backend error and unsupported `tensorflow_text` backend are separate backend-resolution problems." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer/image passing regression and Kimi-K2.5 codec/fix_mistral_regex regression are different bugs." + "reason": "Processor/tokenizer regression in v4.57.5 and Kimi-K2.5 codec/mistral-regex regression are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft pair, #44466/#45005, is supported by the titles and stays appropriately cautious about a shared v5 tied-weights/save_pretrained regression. The remaining rejects do not overstate similarity and the summary does not claim unsupported duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7810,208 +7870,202 @@ "issue:43643|issue:44561", "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "7b5177315b6760faf1d22060e592e245537f8ae6e83df0876ac66755cc388465", + "prepared_review_unit_hash": "462b92e2a5f1a3be84e4121cb803b00e5a031d217392930f481a049219b15515", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35540, - "estimated_input_tokens": 8885, - "estimated_eval_tokens": 18026 + "serialized_chars": 35545, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a grab-bag cluster of mostly unrelated issue reports; the soft-linked pairs are only superficially similar, so none should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44464 is the strongest representative by connectivity and clarity: it describes a concrete, reproducible generation inconsistency in compiled-forward chunked generation, whereas the other items are more specialized or clearly orthogonal.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44464 is the best issue candidate overall because it is a precise, high-signal bug report with a concrete code-path regression and the strongest soft-link presence in the set.", - "best_pr_reason": null, + "summary": "This cluster is too heterogeneous to treat as a duplicate set: the paired items share only broad themes like tokenization, loading, or generation, but each points to a different concrete code path or model-specific bug. No soft edge is a safe merge candidate.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is a noisy semantic bucket spanning unrelated failures across tokenization, config loading, generation, and model-specific regressions.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a reliable global representative; choosing one would misrepresent the cluster\u2019s mixed topics and distinct root causes.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different failures and code paths: Qwen3-MoE `sliding_window` behavior vs a MobileLLM pretrained-loading key error." + "reason": "Both are model-loading related on paper, but one is a Qwen3-MoE sliding_window issue and the other is a MobileLLM key error; different models and failure modes." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is `clean_up_tokenization_spaces` semantics in v5 and the other is CodeLlama leading-space round-trip loss." + "reason": "Both concern tokenizer behavior, but one is a v5 clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip regression; different tokenizer paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; unrelated symptoms and root causes." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to a MacOS bus error loading a community CLIP model." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are different bugs." + "reason": "Both mention special tokens, but BigBird mask-token registration and mdeberta BOS/EOS add_special_tokens behavior are distinct tokenizer bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "`trust_remote_code` config-field loss is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Trust-remote-code config field loss and FSDP RAM-efficient loading are separate subsystems with different causes." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF/AutoTokenizer-AutoModel loading failure and BLIP2 dtype propagation are separate subsystems." + "reason": "GGUF AutoTokenizer/AutoModel loading breakage and Blip2 dtype propagation are unrelated load-time bugs." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization is unrelated to T5's `apex.FusedRMSNorm` memory leak." + "reason": "Auxiliary-loss normalization and an apex FusedRMSNorm memory leak are different model internals and not the same defect." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Sam3 text-encoder weight loading are different model-specific issues." + "reason": "Smollm3 RoPE-layer dropout and Sam3Model text-encoder weights not loading are separate architecture-specific issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but offline `model_info()` access and EMBEDDIA tokenizer breakage have different causes." + "reason": "One is an offline-mode network call in a tokenizer regex patch; the other is a tokenizer-loading regression for a specific model, not the same code path." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration vs custom token IDs lost on save/load; not the same bug." + "reason": "Special-token registration and DiaConfig custom token IDs persistence are different bugs in different layers." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both affect generation/cache behavior, but compiled-forward chunked generation mismatch and recurrent-state reset are distinct code paths." + "reason": "Both involve generation/caching, but compiled-forward chunked generation mismatch and recurrent-state reset with seq_len>1 are distinct problems." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and broad tokenization-behavior change are unrelated." + "reason": "Auxiliary-loss normalization and version-dependent tokenization changes are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Checkpoint shard-size policy is unrelated to `AutoProcessor` kwargs forwarding." + "reason": "save_pretrained shard sizing and AutoProcessor kwargs not reaching cached_file are different API behaviors." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but Gemma3 sliding-window attention and classification-head init/checkout are different failures." + "reason": "Both mention NaNs, but Gemma3 sliding-window attention NaNs and classification-head NaNs after checkout/init are different symptoms and likely different roots." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen3.5 video-input regression and `num_labels` propagation are separate issues." + "reason": "A Qwen VL video-input regression and Qwen3.5 num_labels propagation are unrelated model-configuration issues." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM `window_size` attribute error are unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError have no shared underlying bug." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization is unrelated to Native DeepseekV3MoE divergence." + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence from remote implementation are different model-level changes." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and a `GenerationMixin` import error are different problems." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer gpu_broadcast NoneType and Qwen2-VL multi-GPU training are different distributed-training failures." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation state, but server KV-cache continuation indexing and beam-search cache reorder are not the same bug." + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder being skipped are both generation-related, but they affect different mechanisms and models." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent tied-weight serialization differs from quantized-model save/load corruption." + "reason": "Device-dependent lm_head serialization and sinq quantized save/load breakage are separate persistence bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking during accelerate loading are distinct issues." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct model-loading issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are different failure modes." + "reason": "A Qwen3.5 flash-attention correctness bug and a long-context FA2 performance regression are not the same issue." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained loading and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Beit loading via legacy field and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked-generation inconsistency and Qwen3.5 flash-attention regression are different code paths." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths and symptoms." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward chunked generation output mismatch." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and compiled-forward generation inconsistency do not share a concrete root cause." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "`trust_remote_code` missing-fields behavior and removal of `is_torch_fx_available` are distinct compatibility issues." + "reason": "Both touch trust_remote_code, but missing fields from AutoConfig and removal of is_torch_fx_available break different parts of the stack." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer offline-path failure and EMBEDDIA tokenizer loading regression are not the same root cause." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." } ] }, @@ -8116,214 +8170,214 @@ "issue:44568|issue:46489", "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "1df35fef2f8a05068eb4ff352756d858ff2d629f3851027c611600476e3fb5f9", + "prepared_review_unit_hash": "7094f247fb5c7c68396baea3f628fd15cdfa0245da7b016733306f292d538c7f", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports that are only loosely related by broad themes like tokenization, model loading, and multimodal regressions. I did not find any soft pair that looks like the same concrete underlying bug/change. Best umbrella issue candidate is the generic model-loading regression in issue:43611.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the broadest, most representative regression report here: it describes a concrete loading failure affecting models that rely on `base_model_prefix`, which makes it a good umbrella issue compared with the more model-specific reports.", + "summary": "This cluster is loosely related by Transformers regression/compatibility reports, but the soft pairs are not true duplicates; they cover different models, code paths, and failure modes. Most are distinct tokenizer, processor, loading, or training issues rather than one underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #43611 is the broadest representative of the cluster\u2019s recurring v5 compatibility/loading regressions, so it works best as the anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best issue candidate because it is a clearly scoped, general regression with likely wider impact and a clearer path to a shared fix than the other, more specialized reports.", + "best_issue_reason": "Issue #43611 is the best single issue to represent the cluster because it captures the most general pattern here: Transformers 5.x breaking model loading/initialization paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Different failures: generic model-loading regression vs Qwen3.5 tensor-parallel `linear_attn` OOM/shape issue." + "reason": "Both are v5-era regressions, but one is a base_model_prefix loading issue and the other is a Qwen3.5 tensor-parallel plan bug; different code paths and fixes." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: packed-weight loading in BitNet vs DiaConfig token-ID persistence after save/load." + "reason": "Packed-weight unloading during accelerate loading and DiaConfig token-ID persistence are unrelated failures." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model paths and symptoms: Beit legacy-field load failure vs OmDet-Turbo processor/model input-size mismatch." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch affect different models and different stages of the pipeline." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "One is multi-GPU Qwen2-VL training behavior; the other is a custom trainer signature mismatch. Not the same bug." + "reason": "A multi-GPU training question and a CustomTrainer compute_loss signature error are not the same bug." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token-ID loss on serialization." + "reason": "CPU offload device mismatch in bark-small and DiaConfig save/load token-ID loss are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different issues: dtype drift between train/eval vs auxiliary-loss normalization." + "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are different problems with different symptoms and fixes." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Different concrete problems: Qwen3VL `weight_only` load error vs FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading failure and FA2 long-context performance regression are distinct issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both involve processors, but the bugs differ: audio sampling-rate default vs `processor.tokenizer`/image handling regression." + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image passthrough regression are different processor bugs." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Accelerate packed-weights loading and MLukeTokenizer task AttributeError do not share the same root cause." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templates, but the failure modes differ: batched padding behavior vs assistant tool-call messages with no content." + "reason": "Both involve apply_chat_template, but one is batched padding=False and the other is assistant tool-call/no-content handling; not the same bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading and an unreleased PEFT version bump are unrelated." + "reason": "Phi-4 multimodal loading failure and a release/version bump for MIN_PEFT_VERSION are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is not the same as the pipeline translation-task error message regression." + "reason": "SigLIP2 implementation mismatch and a pipeline translation support message are not the same code-path problem." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import failure via datasets are unrelated." + "reason": "An MPS attention correctness issue and a Trainer import conflict with datasets are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar missing-field shape, but different configs and fields (`pad_token_id` vs `pad_token_idx`) and no shared code-path shown." + "reason": "Both are missing config fields, but they concern different models, different fields, and likely different fixes." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model regressions: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "Qwen3.5 flash-attention generation behavior and FP8 inference on B200 are separate regressions." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "General `gguf_file` loading breakage and a specific ScandiBERT load failure are not the same concrete bug." + "reason": "gguf_file loading breakage and inability to load ScandiBERT are distinct model-loading failures." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the MacOS bus error on a CLIP model." + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are completely different issues." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward is different from sinq quantization breakage after save/load." + "reason": "Gemma4 device-map mismatch and sinq save/load breakage involve different model families and failure modes." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "A tokenizer BPE-marker bug and a flash-attention generation regression are not the same underlying issue." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 incorrect outputs and `return_tensors` being ignored are separate API bugs." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored when text_kwargs is passed are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy vs JAX and a DeepSpeed gradient regression are different problems." + "reason": "SigLIP2 HF/JAX discrepancy and a ZeRO-3 gradient explosion are different problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors for SigLIP2 do not match the processor/tokenizer regression." + "reason": "SigLIP2 documentation errors and the processor.tokenizer/images regression do not match." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change and the ZeRO-3 gradient increase regression are distinct training issues." + "reason": "Eval dtype drift for embeddings and gradient growth under ZeRO-3 are unrelated training issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent `lm_head.weight` serialization." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are both v5-related, but not the same concrete bug." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are different bugs." + "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression after upgrade are distinct regressions." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "A MacOS bus error for CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 inference failure are different issues." + "reason": "Qwen3.5 hidden_states behavior and FP8 inference failure are different issues." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and behaviors; no shared concrete code-path is evident." + "reason": "mdeberta add_special_tokens regression and DeepSeek-Coder tokenizer output mismatch are separate tokenizer bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated." + "reason": "Embedding dtype changes in eval and resume_from_checkpoint key mismatches are unrelated." } ] }, @@ -8406,8 +8460,8 @@ "issue:44849|issue:45357", "issue:43504|issue:43606", "issue:43257|issue:43299", - "issue:46399|issue:46846", "issue:45245|issue:46710", + "issue:46399|issue:46846", "issue:46821|issue:46832", "issue:44493|issue:46285", "issue:44589|issue:45520", @@ -8426,14 +8480,14 @@ "issue:44869|issue:46752", "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "a56984f95d5d1043eb13f5685653846153579374271b37dfd6c2d2237f113946", + "prepared_review_unit_hash": "b7780bc387e3d79991174c83d19d044a7eeda3f36c9d5ef63ded0ec5267e3b3f", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, @@ -8448,150 +8502,150 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set: the issues span unrelated tokenizer, loading, generation, quantization, and CI failures. All soft-pair candidates are only superficially similar and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a reliable canonical because the set does not share one underlying bug; the apparent similarities are mostly broad theme overlap (model loading/tokenization/version regressions) rather than duplicates.", + "summary": "These issues are mostly unrelated regression reports spanning tokenizers, multimodal configs, quantization/offload, cache behavior, and CI failures. The soft links are largely based on superficial theme overlap rather than the same underlying bug, so none should be merged. No PRs are present in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the broadest, highest-signal user-facing regression here: it affects all Granite models and points to a concrete v4\u2192v5 tokenizer breakage.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster. If forced, a broad regression report could be a weak proxy, but none of the items subsume the others.", + "best_issue_reason": "issue:45812 is the best representative issue because it is clearly scoped, has wide impact, and captures the most central repeated theme in the set: a version-regression in model/tokenizer behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an HF Hub offline regression in Mistral regex patching." + "reason": "Both are tokenizer/model-loading failures, but one is a specific model not loading and the other is an HF_HUB_OFFLINE regression in _patch_mistral_regex; different code paths and fixes." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image generation test failure and an unreleased PEFT version bump are unrelated bugs." + "reason": "A Janus test failure and a PEFT version bump are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different models and failure modes: DiaConfig save/load token IDs vs MLukeTokenizer task AttributeError." + "reason": "Different models, different failures, and different likely fixes; not the same bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is mDeBERTa special-token handling and the other is a broad Granite token-ID regression; not the same code-path bug." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition for a specific tokenizer while the other is wrong token IDs across Granite models; too different to merge." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import error and Float8 storage lookup failure are unrelated." + "reason": "An import error for a Qwen model and a Float8 storage lookup error are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM is unrelated to a PEFT dependency version bump." + "reason": "A tensor-parallel OOM and an unreleased PEFT version bump are unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual-encoder keys." + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key mapping; different bug classes." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are different subsystems and bugs." + "reason": "Beit legacy-field loading and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE, but one is accelerate+deepspeed conversion and the other is a Qwen3VL loading break in dev transformers." + "reason": "Both concern Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version model-loading breakage; not the same issue." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 kernel registration crash and missing TP plan entries are separate problems with different failure points." + "reason": "Category-count runtime error and an accuracy regression are unrelated." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Category-count runtime limit and an accuracy regression after upgrade are not the same bug." + "reason": "Qwen3.5 kernel registration crash and missing TP-plan entries causing OOM are different code paths." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are unrelated model-specific failures." + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level mismatch are unrelated model bugs." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." + "reason": "Both are structure/field regressions, but one is unexpected position-id keys and the other is CLIP class structure divergence; not the same fix." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and Python 3.13 flash_attn KeyError are different import/runtime issues." + "reason": "Float8 storage lookup and flash_attn import handling on Python 3.13 are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but bark offload mismatch and GraniteSpeech stale device override are not the same defect." + "reason": "CPU-offload device mismatch in Bark and a GraniteSpeech CI stale-override failure are not the same underlying bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different missing-config fields on different models: Qwen3-VL pad_token_id vs StableLm pad_token_idx." + "reason": "Both are config-attribute regressions after v5, but they affect different models and different missing fields." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL loading error and composite Qwen multimodal text_config unwrapping are distinct load-path issues." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is failing to unwrap text_config; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch in inference and RT-DETR feature-level mismatch are unrelated." + "reason": "Dtype mismatches in inference and RT-DETR forward shape handling are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "A legacy-field pretrained-load bug and a BigBirdTokenizer special-token registration bug are not the same issue." + "reason": "A BEiT legacy-field loading issue and a BigBird tokenizer special-token registration issue are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx after 5.0 and unexpected _is_hf_initialized argument are different 5.0 migration problems." + "reason": "A missing config field and an unexpected init_empty_weights argument are different compatibility regressions." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and cache.max_cache_length behavior are different cache/generation bugs." + "reason": "Both mention cache/generation, but one is compiled-forward inconsistency and the other is max_cache_length semantics for quantized cache; not mergeable." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are unrelated generation-path issues." + "reason": "GenerationConfig validation and a DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:46832", "right": "issue:46858", "accept": false, - "reason": "RT-DETR forward error and static-cache slice arithmetic breakage on non-CUDA backends are different code paths." + "reason": "RT-DETR backbone/output mismatch and static-cache slice arithmetic on non-CUDA backends are different problems." }, { "left": "issue:43844", @@ -8603,25 +8657,25 @@ "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 text-only fine-tuning token IDs and multi-GPU inference OOM are different problems." + "reason": "Gemma 4 token-type defaults and Gemma4 multi-GPU OOM are different issues." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load breakage are related only broadly by quantization, not the same bug." + "reason": "Quantization/offload behavior and quantized save/load breakage are related only at a very broad theme level; they are different code paths." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper word-timestamp decode crash and empty-list chat-template IndexError are unrelated." + "reason": "Whisper word-timestamp decoding and empty-list chat templating are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated CI/issues." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." } ] }, @@ -8723,20 +8777,20 @@ "issue:45200|issue:45823", "issue:29870|issue:29942" ], - "prepared_review_unit_hash": "8a4371ffabb603dbd12462e72d1ca407f12c5182eb7f51da02ec47d9d4934ce1", + "prepared_review_unit_hash": "a6b598ee7ca92f97eb8a17f68fbea644c0d0843a99d3be18667f84b0ec628cde", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35563, + "serialized_chars": 35561, "estimated_input_tokens": 8891, "estimated_eval_tokens": 18038 }, @@ -8745,11 +8799,11 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links are mostly title-level similarity across unrelated bugs (tokenizers, Gemma4, serving, flash-attention, quantization, device mapping, and assorted model-specific regressions). I would not merge any of the candidate soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bug families rather than one underlying defect.", + "summary": "The cluster is highly heterogeneous: the suggested soft edges are mostly superficial title-level similarities, not the same underlying bug or code path. None of the candidate pairs look safe to merge as duplicates, and there is no clear PR-equivalent here.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the most central/open item in this set by activity and inbound references, but the cluster overall does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No globally best issue: 43873 is the broadest/open item, but it does not actually unify the other issues into one duplicate set.", + "best_issue_reason": "Issue 43873 is the best representative only as the most active referenced issue; it is not a strong semantic canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { @@ -8762,163 +8816,163 @@ "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output-quality issue vs generic position-id key warning; no shared code-path bug." + "reason": "SigLIP2 output correctness and a generic position-id key warning are unrelated symptoms with different code paths." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less crash vs sinq save/load corruption; unrelated problems." + "reason": "One is a flash-attention import/runtime crash with None aux state; the other is save/load breakage for sinq quantization." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning on trailing-slash model paths vs GPT-oss CUDA OOM; not the same bug." + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated issues." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer broadcast NoneType error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer distributed broadcast NoneType handling." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs DiffusionGemma pipeline failure; different models and code paths." + "reason": "Flash-attention generation issues for Qwen3.5 and a DiffusionGemma pipeline failure are different model families and different bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error vs Python 3.13 flash_attn import KeyError; different root causes." + "reason": "Template compilation errors and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing bug is unrelated to TrainerState token counting." + "reason": "Added-token spacing in tokenizers is unrelated to TrainerState token-count tracking not updating." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs SAM3 litetext memory overflow; not duplicates." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 lite-text memory overflow are different implementation/performance issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug vs flex_attention version-check import bug; separate issues." + "reason": "MPS attention correctness when head dims differ and a PyTorch version check bug in flex_attention are separate problems." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is multimodal .to() handling and the other is KV-cache indexing; distinct bugs." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing failure are different server bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero-probabilities behavior; unrelated." + "reason": "TorchScript export failure from GeneratorExp and SigLIP2 zero probabilities are unrelated model/export bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; no common underlying defect." + "reason": "SigLIP2 discrepancy and resume_from_checkpoint key mismatch do not share a concrete code path." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs DeepSeek accuracy regression; different symptoms and causes." + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression after upgrade are distinct regressions." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash vs rope-validation TypeError; unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-validation type handling are unrelated bugs." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation bug and post-upgrade accuracy regression are not the same issue." + "reason": "Flash-attention generation failure and accuracy regression after upgrade are not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; different subsystems." + "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are different model-specific issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression vs batched video shape bug; both processor-related but not the same code-path." + "reason": "Processor.tokenizer regression and video processor batched-shape bug affect different components and behaviors." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-support import failure vs meta-device model loading regression; different failures." + "reason": "Flash-support import error and meta-device model-loading failures are separate loading issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less crash vs composite Qwen multimodal config unwrapping; unrelated." + "reason": "Flash-attention aux-state crash and AutoModelForCausalLM text_config unwrapping are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error vs Gemma4 mm_token_type_ids defaulting issue; distinct multimodal bugs." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression vs quantization offloading issue; no shared underlying bug." + "reason": "Gemma4Processor tokenizer access regression and quantization offloading behavior are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer API bugs." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx after update vs TimesFM window_size AttributeError; unrelated." + "reason": "StableLmConfig pad_token_idx missing after 5.0 and TimesFM window_size AttributeError are unrelated config issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo image-size mismatch; separate model-specific issues." + "reason": "Processor._tokenizer regression and OmDet-Turbo image size mismatch are different failures." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch vs return_tensors kwarg handling; unrelated." + "reason": "Gemma4 device-mismatch forward bug and return_tensors handling are not the same issue." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting bug vs Gemma4 PLE device mismatch; different concrete problems." + "reason": "mm_token_type_ids defaulting and device_map auto forward mismatch are different Gemma4 problems." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART decoder_attention_mask initialization bug vs Flash Attention 2 test failures; not the same defect." + "reason": "BART decoder_attention_mask initialization bug and Flash Attention 2 test failures are unrelated." } ] }, @@ -9019,200 +9073,197 @@ "issue:45200|issue:46899", "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "330ac7c6775d7a7be0b42f42c798c80e8767c8e6b073cb6cbc63b2ee9177e0ca", + "prepared_review_unit_hash": "8c01b61cf698e9e60390f603a8f4e887d789b7791af6be7f782893e808b8bde0", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35887, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "serialized_chars": 35882, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues across unrelated subsystems. The only plausible true duplicate is the pair about missing `pad_token_id` on config objects during model loading; the rest are distinct bugs and should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "`issue:43525` is the broadest formulation of the only likely duplicate theme here: a load-time `AttributeError` caused by configs missing `pad_token_id`.", + "summary": "This cluster is a broad mix of unrelated Transformers issues; the soft-similarity pairs mostly share superficial keywords or subsystems but not the same underlying bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the most representative triage target here: it is open, has the strongest discussion/inbound-reference signal, and describes a concrete user-facing regression with clear multimodal impact.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44521` is the strongest standalone anchor in this mixed set: it has the richest discussion/inbound references and a clear, reproducible multimodal `apply_chat_template` bug.", + "best_issue_reason": "issue:44521 is also the best overall issue candidate because it is active, well-evidenced, and likely to attract follow-up, whereas most other items are narrower or less central.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different failure modes in different code paths: SDPA/torch.compile on one side, ZeRO-3 gradient growth on the other." + "reason": "Different bugs: one is a torch.compile/SDPA failure in Bamba, the other is a gradient blow-up during DeepSpeed ZeRO-3 training." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend errors, but they involve different missing symbols and different backend mapping problems." + "reason": "Both involve import/backend plumbing, but the failures are unrelated: flash_attn import resolution vs tensorflow_text not being in BACKENDS_MAPPING." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "One is a batched video-processor shape bug; the other is a tensor-parallel OOM when loading a model." + "reason": "Different problem types and code paths: batched video processor output shape vs OOM when loading a large model with tensor parallelism." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are load-time regressions, but the concrete symptoms and affected paths are different." + "reason": "Both are loading/config regressions, but they affect different model families and different failure modes; not the same underlying bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec handling are unrelated bugs." + "reason": "One is an attention correctness issue on MPS, the other is a tokenizer regression/codec warning for Kimi-K2.5." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local-path warning is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Trailing-slash local-path import warnings are unrelated to the SigLIP2 implementation discrepancy." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different missing names/modules and different fixes." + "reason": "Both are ImportErrors, but they concern different missing symbols/classes in different modules and are not the same defect." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Both touch generation, but one is a sync_gpus kwargs update bug and the other is an output_hidden_states issue." + "reason": "Generation-state update after sync_gpus is unrelated to the Qwen3.5 output_hidden_states bug." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "A processor.tokenizer regression is not the same as the SigLIP2 JAX-vs-HF discrepancy." + "reason": "Both touch multimodal model behavior, but one is processor.tokenizer/image-handling regression while the other is a SigLIP2 implementation mismatch." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merging/model collapse." + "reason": "Serialization of tied lm_head weights is a different issue from LoRA merging with extended vocab causing model collapse." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors are not the same as `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Documentation/example mistakes are not the same as the return_tensors kwarg being silently ignored." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Same API family, but different concrete bugs: wrong assistant masks vs a crash on tool-call messages with no content." + "reason": "Both involve apply_chat_template, but one returns all-zero assistant masks while the other crashes on tool-call messages with no content; different bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI test are unrelated." + "reason": "BigBirdTokenizer special-token registration is unrelated to the GraniteSpeech CI stale-device override test." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "A Qwen2.5-VL position-id bug is unrelated to an FP8 inference failure on B200." + "reason": "Video vision_position_ids corruption is unrelated to FP8 inference failure on B200." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "Different model families and different bugs: CPU placement in XLNet vs a training-loss shift issue." + "reason": "CPU tensor creation in XLNet positional encoding is a different path from CohereASR's training-loss double-shift bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is not the same bug as embedding reinitialization after resizing." + "reason": "Tokenization spacing after added tokens is unrelated to embedding resize reinitializing the output embedding." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "A dtype drift bug during eval is not the same as an MoE training memory inefficiency." + "reason": "Embedding dtype drift between train/eval is a different issue from MoE training memory inefficiency." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "A FineGrainedFP8Config failure and an unrelated model import error are different issues." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption from `from_pretrained()` is distinct from CLIPTextModel structure inconsistency." + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as CLIP model structural inconsistency." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing model import and incorrect detokenization are unrelated." + "reason": "Importing a missing class and incorrect detokenization are distinct bugs with different code paths." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Broken `gguf_file` loading and stale `config.dtype` after `from_config()` are different loading behaviors." + "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video-shape bugs are unrelated modality-specific issues." + "reason": "Audio chat-template sampling-rate defaults and batched video processor shapes are different media-processing bugs." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same load-time `AttributeError` for missing `pad_token_id` on config objects, likely the same regression across model configs." + "accept": false, + "reason": "They share a missing pad_token_id symptom, but they affect different config classes/models and likely require separate fixes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure for one speech tokenizer is not the same as save_pretrained/tokenization failure for Wav2Vec2." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is different from Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Both are chat-template issues, but one is incorrect masks for multimodal inputs and the other is a crash on tool-call assistant messages." + "reason": "Defaulting mm_token_type_ids to zeros is not the same as unsafe dtype casting in multimodal embedders." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed image-generation test for Janus is unrelated to a stale paged-generate warning about `num_return_sequences`." + "reason": "A failing janus image-generation test is unrelated to a stale paged-generate warning about num_return_sequences." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The lone accepted duplicate pair (43334/43525) is well supported by the shared missing-`pad_token_id` load-time AttributeError pattern, while the rest are reasonably treated as distinct bugs." - }, - "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 }, @@ -9309,20 +9360,20 @@ "issue:44855|issue:45083", "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "1bab095a14491838123eb899db599fdece0a0855d62743b8ab242d1cc0a431a5", + "prepared_review_unit_hash": "aec120847ba657c617d4a4e61212e972945eca906babab9987464f8a48602f47", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36747, + "serialized_chars": 36746, "estimated_input_tokens": 9187, "estimated_eval_tokens": 18630 }, @@ -9331,186 +9382,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers bugs, regressions, and docs issues rather than a duplicate family. None of the soft pairs look like the same underlying defect or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single duplicate family spans the cluster. If forced to pick an anchor, issue 43825 is the most representative concrete regression with references and a clear repro.", + "summary": "Loose cluster of mostly unrelated Transformers issues: v5 compatibility regressions, model-specific loading/shape bugs, processor/tokenizer edge cases, and a few CI/runtime failures. None of the soft pairs look like true duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative regression in the set: a Transformers v5 loading break that fits the recurring compatibility theme better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the best representative issue because it is concrete, user-facing, and well-scoped; the rest are largely unrelated bugs or documentation regressions.", + "best_issue_reason": "Issue 43611 is the best single anchor for the cluster because it is a clear, user-facing compatibility regression with broad impact and strong topical overlap with several other v5 breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override failure are different code paths and symptoms." + "reason": "Different bugs: DAC latent/STE mismatch vs GraniteSpeech stale device override CI failure." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure and RT-DETR memory release behavior are unrelated model bugs." + "reason": "Unrelated failures: Perceiver resize/interpolation issue vs RT-DETR memory release bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction and silent return_tensors handling are different preprocessing issues." + "reason": "Both involve preprocessing/labels, but one is reduce_labels truncation and the other is return_tensors precedence; different defects." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate multimodal configuration bugs." + "reason": "Both are multimodal positional-embedding issues, but for different models and different code paths." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about removed pipeline support and the other about a changed text-classification flag; not the same issue." + "reason": "Related to v5 pipeline removal, but one is a runtime error message and the other is outdated docs; not the same bug." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "A800 cudaErrorAssert with auto device mapping and B200 FP8 inference failure are different hardware/model-path problems." + "reason": "Different hardware/model problems: Qwen3 auto device mapping assert vs FP8 inference on B200." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failures affect different models and execution paths." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba SDPA/torch.compile failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import_utils symbols, not one bug." + "reason": "Both are missing helper/import_utils breakages, but they concern different symbols and failure modes." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics truncating tuple labels and BeitImageProcessorFast reduce_labels behavior are unrelated label-processing bugs." + "reason": "Same broad label-processing area, but one drops tuple elements in gather_for_metrics and the other returns only one label in BeitImageProcessorFast." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC missing STE mismatch and qwen3_omni_moe feature-length helper behavior are different model-specific bugs." + "reason": "Different helper/pathologies: DAC latent reconstruction vs qwen3_omni_moe feature-length calculation." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are distinct training-path problems." + "reason": "Different model bugs: CUDA float16 crash vs loss computation omission when denoising is off." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss float16 crash are unrelated components." + "reason": "Different symptoms and subsystems: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Quantized-cache max length handling and static-cache device-tensor slice arithmetic are different cache bugs." + "reason": "Both touch cache logic, but one is quantized-cache config behavior and the other is a static-cache seq_length tensor bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import lookup on Python 3.13 and Windows ROCm torch.distributed dependency issues are not the same failure." + "reason": "Both are import/dependency issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm/torch.distributed." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure changes are separate model-loading regressions." + "reason": "Different model-structure regressions: Qwen multimodal text_config unwrap vs CLIP text-model structure inconsistency." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config and TimesFM window_size AttributeError are unrelated API bugs." + "reason": "Unrelated: stale model.config.dtype after from_config vs TimesFM window_size attribute error." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe helper output-length behavior are different issues." + "reason": "Different code paths entirely: CPU offload device mismatch vs feature-extraction output length helper." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Siglip2 zero probabilities and RT-DETR memory leak are different symptoms in different models." + "reason": "Different issues: unexpected zero probabilities in Siglip2 vs RT-DETR memory not freed on delete." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription generation failure are unrelated pipeline bugs." + "reason": "Both are pipeline/model regressions, but one is a feature extractor center arg crash and the other is Whisper empty-transcription handling." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config creation and BigBirdTokenizer special-token registration are different components and failure modes." + "reason": "Different bugs in different components: SwitchTransformers config vs BigBirdTokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention helper import and Torch 2.10 compatibility are not the same underlying problem." + "reason": "One is a missing flash-attention symbol; the other is a broader Torch 2.10 incompatibility report." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated test/runtime problems." + "reason": "Unrelated CI/test failure vs Trainer broadcast NoneType error." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA+torch.compile and GraniteSpeech stale device-override CI failures do not share a concrete code path." + "reason": "Bamba torch.compile/SDPA bug is unrelated to the GraniteSpeech stale device override failure." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel and MacOS bus error loading a community CLIP model are different environment/model issues." + "reason": "Different environments and failure modes: PyTorch missing for AutoModel import vs MacOS bus error with community CLIP." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + "reason": "Both are loading regressions, but one is base_model_prefix handling and the other is Qwen3-VL shape mismatch; not the same underlying issue." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset with cache are unrelated behavior changes." + "reason": "Different model behaviors: Pegasus v4/v5 output change vs recurrent state reset in qwen3_5 cache handling." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BeitForSemanticSegmentation legacy-field loading are different model/config bugs." + "reason": "Both involve config/loading, but one is sparse-layer creation and the other is a legacy-field preset load failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import and qwen3_omni_moe helper behavior are unrelated." + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16-to-FP32 dtype drift during evaluate and pipeline() misleading translation support messaging are different regressions." + "reason": "Different regressions: dtype mismatch between train/eval and a misleading pipeline() error message." } ] }, @@ -9614,214 +9665,214 @@ "issue:44360|issue:44561", "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "ee9699a6e05df51cefcd3ff99a59772b5d85ecf2fa9c41f77f9b4ee6d0558a79", + "prepared_review_unit_hash": "15eb67d311ca0f537e876d1c3484d16340b69c1cb18d13f8b4cda96437fd7dbc", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36468, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Nearly all soft pairs are false positives from broad lexical similarity. The only clear duplicate is the two identical Qwen3.5-MoE from_pretrained reports (issue:45310 and issue:45478).", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the better canonical: it is the earlier report of the exact same Qwen3.5-MoE from_pretrained regression, while issue:45478 appears to be a later duplicate.", + "summary": "One clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained errors are the same bug. The other soft pairs share broad subsystems (chat templates, loading, device/dtype issues, tokenizers) but describe different concrete failures and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more complete report of the same Qwen3.5 Moe from_pretrained regression; issue:45478 is a near-identical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative because it is a clean, exact duplicate target with the earliest context and same concrete failure mode.", + "best_issue_reason": "issue:45310 is the strongest issue anchor here because it is the canonical target for the only confirmed duplicate pair and has the clearer regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different subsystems and failures: LayoutLMv3 error clarity vs Trainer _gpu_broadcast_one(NoneType)." + "reason": "Different bugs: LayoutLMv3 error messaging vs Trainer GPU broadcast on NoneType." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs qwen3_omni_moe feature-length helper behavior; unrelated code paths." + "reason": "Unrelated failures: SwitchTransformers sparse-layer config vs qwen3_omni_moe feature-length helper." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs GraniteSpeech stale device override CI failure; not the same issue." + "reason": "Different codepaths: BitNet packed-weight loading vs GraniteSpeech CI device-override test." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing flash-attention utility import vs missing HybridCache import; distinct API breakages." + "reason": "Different missing imports: flash attention helper vs HybridCache export." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is a batched padding=False crash and the other is zero assistant masks for multimodal inputs." + "reason": "Both involve chat templates, but one crashes on batched padding=False and the other returns zero assistant masks; not the same bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss omission; different model families and bugs." + "reason": "SwitchTransformers sparse-layer config is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config issue vs GraniteSpeech CI device-override failure; no shared concrete bug." + "reason": "Config bug vs CI stale device-override test; no shared underlying failure." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template related, but the tool-call/no-content crash is not the same as continue_final_message behavior for mistral_common tokenizers." + "reason": "Both touch chat templating, but tool-call/no-content crashes differ from continue_final_message behavior." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse vs category-cardinality runtime limit; unrelated." + "reason": "LoRA/tied-embeddings collapse is unrelated to category-count limits." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention s_aux=None AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different code paths." + "reason": "Different failures in different subsystems: flash_attention sink handling vs Qwen3.5 MoE CPU-offload rotary embedding." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading regression for Llama 3.2 vision vs output embedding reinit after resize; not the same bug." + "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning vs GLM-4.7-Flash loading failure; different symptoms and causes." + "reason": "Local-path import warning is not the same as the GLM-4.7-Flash model-loading failure." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template error vs DiffusionGemma meta-device placement bug; unrelated." + "reason": "Missing chat template is unrelated to DiffusionGemma weights staying on meta with device_map=auto." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same concrete Qwen3.5-MoE from_pretrained failure; clear duplicate pair." + "reason": "Same reported regression: transformers>=5.4.0 causes Qwen3.5 Moe from_pretrained errors in both issues." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output mismatch vs Deepseek tokenizer regression; similar area but different models and bugs." + "reason": "Different models and symptoms: Pegasus v4/v5 output drift vs Deepseek tokenizer correctness regression." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC from_latents/STE mismatch vs unexpected position-id key warnings across many models; different problems." + "reason": "DAC latent/STE mismatch is a different bug from unexpected position-id keys across models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example issues vs BeitImageProcessorFast reduce_labels bug; docs vs processor logic." + "reason": "Documentation/example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure vs FineWeb training start failure; not the same root cause." + "reason": "Checkpoint-resume epoch-iterator failure is not the same as FineWeb SLM training not starting." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs float16 AMP crash in LwDetrImageLoss; unrelated." + "reason": "CPU-offload device mismatch for bark-small is unrelated to float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space bug vs Trainer broadcast NoneType error; different components." + "reason": "Tokenizer added-space bug is unrelated to Trainer NoneType broadcast failure." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking vs missing import_utils availability helper; unrelated." + "reason": "Tokenizer protobuf error masking is unrelated to the missing falcon_mamba_ssm availability helper." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation example bugs vs many models showing unexpected position-id keys; not the same issue." + "reason": "SigLIP2 docs/example problems do not match the position-id key regression." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe helper behavior; different failure modes." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Sam3Video OOM vs Swin2SR over-padding; unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch; different bugs." + "reason": "Unsupported center arg crash in LasrFeatureExtractor is different from Gemma4 PLE device mismatch." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType vs MacOS bus error on CLIP model load; unrelated." + "reason": "Trainer broadcast error and Mac CLIP bus error are distinct failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; different issues." + "reason": "Local-path import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code models; not the same bug." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash vs SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch; different model paths." + "reason": "LwDetrImageLoss AMP crash and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different concrete bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 have the same title and clearly look like the same Qwen3.5-MoE from_pretrained regression, with 45310 earlier, so the canonical choice is well supported. The soft-pair rejections are conservative and the reasons stay within the evidence in the titles/body summaries; no pair is overstated as a duplicate. No mergeability concern applies here since this is an issue-dedup/canonicalization judgment, not a PR-pair merge decision." + "feedback": "The summary is well grounded in the packet. The canonical duplicate pair (issue:45310 / issue:45478) is supported by the identical titles and close timing, and the remaining soft-edge rejections stay conservative by distinguishing concrete symptoms rather than broad subsystem overlap." }, "evaluator_used": true, "retried": false, @@ -9923,208 +9974,214 @@ "issue:43278|issue:43575", "issue:44871|issue:44977" ], - "prepared_review_unit_hash": "f1bbd6991142d658798e50be6bd82ce3a623da2d2e5a3fb0b06e7daeb36b9ff4", + "prepared_review_unit_hash": "584163f6c4514e3a021c0c838d4ecac84d5f4802d26026180da39491f7d55009", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37074, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "serialized_chars": 37081, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports; none of the soft pairs look like true duplicates. The broadest representative issue is the v5 tokenizer regression in 45920.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45920 is the broadest, most central regression report here: it describes a v5 tokenizer bug affecting multiple model families with clear user impact and strong evidence.", + "summary": "The soft edges are mostly false positives: the paired issues span unrelated bugs across model loading, tokenizer behavior, flash-attention, caching, OOM, serialization, and training/runtime errors. No single canonical issue or PR emerges from this set.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone anchor for this set because it is broad, actionable, and tied to a concrete regression spanning several models.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different models and different failure modes: SDPA/torch.compile vs a helper-function bug in qwen3_omni_moe." + "reason": "Different bugs and code paths: torch.compile/SDPA on Bamba-9B-v2 vs a qwen3_omni_moe helper-function length calculation issue." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both mention model/attention loading issues, but they are distinct model-specific regressions with different symptoms." + "reason": "Unrelated failures: XLMRoberta Flash Attention 2 support vs Llama 3.2 90B Vision model loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as embeddings being reinitialized after resize." + "reason": "Different problems: Flash Attention 2 tests failing vs output embedding reinitialization after resizing token embeddings." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "One is zero probabilities in a specific model; the other is an unexpected position-id key regression across many models." + "reason": "Distinct symptoms and subsystems: zero probabilities in SigLIP2 vs unexpected position-id key warnings in many models." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "UnboundLocalError in generate and a NoneType broadcast error in Trainer are unrelated code paths." + "reason": "Different runtime areas: Bart generate decoder_attention_mask bug vs Trainer GPU broadcast NoneType error." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to undefined multimodal-token variables in the video branch." + "reason": "One is dtype drift between training and eval; the other is undefined variables in multimodal token counting for video." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is Qwen3.5 flash-attention generation failure." + "reason": "Different concrete failures: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation breakage." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID corruption across models is a different bug from return_tensors being ignored when text_kwargs is passed." + "reason": "Both involve tokenization APIs, but one is wrong token IDs regression and the other is return_tensors being ignored with text_kwargs." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are separate features and failure modes." + "reason": "Different code paths: chat template tool-call crash vs Qwen2.5-VL video vision_position_ids bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "Completely unrelated: a DistilBERT German model issue vs a torch.jit.script GeneratorExp export problem." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issues are not the same as a multi-GPU CUDA OOM on Gemma4." + "reason": "Both are generation/inference issues, but flash-attention behavior in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Evaluate-time dtype change and gradient-checkpointing-in-eval are different problems." + "reason": "Different bugs: embedding dtype changes vs gradient checkpointing being disallowed in eval mode." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "These are different runtime issues: generate-time decoder mask bug vs optimizer/deepspeed OOM." + "reason": "No match: Bart generate error is unrelated to deepspeed Adafactor OOM." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Both touch save/load paths, but one loses custom token IDs and the other loads the wrong custom module after save_pretrained." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 parsing/IndentationError in DebertaV2 is unrelated to the Qwen3.5 kernel registration error." + "reason": "Different failures: Python 3.13 import/JIT parsing problem vs missing decorator in Qwen3.5 kernel registration." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat templating/tool calls and SmolVLM video padding are distinct bugs in different subsystems." + "reason": "Unrelated processors: chat template tool-call crash vs SmolVLM video padding calculation error." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BEiT image label reduction behavior." + "reason": "Different multimodal bugs: iterable dataset with multiple images per prompt vs BEiT fast processor label reduction." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Loss instability under float16 AMP is not the same as flash_attention.py crashing on s_aux=None." + "reason": "Different stack traces and causes: AMP float16 crash in LwDetrImageLoss vs flash_attention.py AttributeError on s_aux=None." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "A missing flash-attention utility import and a packaging/backend install issue are unrelated." + "reason": "Unrelated: missing flash_supports_window_size import vs packaging/backend selection missing TensorFlow for pip install '.[torch]'." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and deepspeed/adafactor OOM are different failures." + "reason": "Different training failures: unsupported NoneType broadcast vs OOM with Adafactor in deepspeed." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/prefill, but one is recompilation churn and the other is a device-tensor arithmetic bug in static cache." + "reason": "Both involve cache/compile behavior, but one is spurious recompilation and the other is device-tensor seq_length breaking slice arithmetic." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removing is_torch_fx_available and DeepSeek tokenizer regressions are unrelated v5 breakages." + "reason": "Different v5 regressions: removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer producing wrong IDs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different concrete bugs: Pegasus output mismatch vs inconsistent lm_head.weight serialization tied to device." + "reason": "Both mention v5 behavior, but one is model output drift and the other is inconsistent lm_head.weight serialization tied to device." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying issue." + "reason": "Different resource issues: quantization offloading not working vs Gemma4 multi-GPU inference CUDA OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output shape change and Trainer NoneType broadcast error are unrelated." + "reason": "Different areas: pipeline top_k nesting change vs Trainer GPU broadcast NoneType error." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are different classes of bugs." + "reason": "Completely different: Python-version compatibility issue vs divergence of native DeepseekV3MoE from remote implementation." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to quantization offloading." + "reason": "Different bugs: trailing-slash local model import warning vs quantization offloading not behaving as expected." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are distinct problems." + "reason": "Different model/tokenizer issues: missing BOS/EOS on add_special_tokens vs NaN embeddings with Gemma3 sliding-window attention." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Distinct failure modes: BF16-to-FP32 dtype change in eval vs tensor-parallel load OOM for Qwen2-57B." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS-token config inconsistency and Qwen3.5 flash-attention generation failure do not share the same underlying cause." + "reason": "Different issues: eos_token_id mismatch for Gemma-3 vs Qwen3.5 flash-attention generation failure." } ] }, @@ -10231,220 +10288,220 @@ "issue:45372|issue:45459", "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "e54f594dfcd80adaff1f6027f8321b58b810dbe4919e2c1dc72e818870e7c2a1", + "prepared_review_unit_hash": "c4603b6c675a36347ceabfdab50a405a31716331371d75dca1897c1aeb1d3aec", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37289, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: the soft pairs share at most a broad subsystem or model family, but none look like the same underlying bug/change. I would not merge any of the proposed pairs.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46693 is the broadest active regression report here and has inbound references; the rest are mostly unrelated one-off bugs.", + "summary": "This is a loose topical cluster of mostly unrelated Transformers bugs; the similarity links are not strong enough to treat most pairs as duplicates. The best standalone issue is the AutoTokenizer/tokenizer.json loading regression, which is clear and self-contained.", + "confidence": 0.4, + "canonical_issue_reason": "issue:44462 is a clean, well-scoped loading regression with a concrete repro path, and it is the most representative standalone bug in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has the clearest current user impact, explicit regression framing, and ongoing activity, so it is the best representative issue if one must be chosen.", + "best_issue_reason": "issue:44462 is the strongest general triage candidate: specific, actionable, and centered on a user-visible loading bug rather than an incidental symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Different problems: eval-mode gradient checkpointing vs checkpoint resume key naming mismatch." + "reason": "Different bugs: eval-mode gradient checkpointing vs checkpoint resume key mismatch." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both touch Gemma/Gemma4 paths, but one is a flash-attention crash and the other is a device-mapping mismatch; different root causes." + "reason": "Different code paths: flash-attention sink handling vs Gemma4 PLE device placement." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "CLIP MacOS bus error and SigLIP2 doc/example errors are unrelated failures." + "reason": "One is a MacOS bus error for a CLIP model; the other is a SigLIP2 doc example mismatch/quantization issue." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are separate features/bugs." + "reason": "Unrelated: LayoutLMv3 box validation messaging vs TrainerState token counting update logic." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are memory/runtime failures, but Qwen3 device-map cuda assert and Gemma4 multi-GPU OOM are different code paths." + "reason": "Both are multi-GPU/CUDA problems, but they are different failure modes and likely different fixes." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and stale warning text are unrelated issues." + "reason": "Flash-attention generation failure is unrelated to a stale warning in paged generate()." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + "reason": "Different tokenizer/save issue vs a broad exception-handling bug in Fuyu tensor conversion." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share the same underlying bug." + "reason": "Different tokenizer failures in different models and code paths." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and Wav2Vec2 serialization/tokenization failures are different defects." + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state cache handling." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading behavior and rope-parameter dict conversion are separate model/config issues." + "reason": "Model-loading base_model_prefix regression is not the same as rope-validation list handling." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate decoder mask bug and Llama 3.2 vision model-loading regression are not the same issue." + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision loading are different regressions." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import dependency failure and flash-attention crash on s_aux=None are different failure points." + "reason": "Gemma4 processor import/dependency failure is distinct from flash-attention sinkless-model crash handling." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both are quantization-related, but one is FP8 config loading and the other is quantized saving; not the same bug." + "reason": "FP8 config failure during Qwen3Moe load is not the same as quantized model saving failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer behavior and DeepseekV3 implementation divergence are unrelated model issues." + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model implementation bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + "reason": "BigBird mask-token registration is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are distinct bugs." + "reason": "Shared Gemma4 context, but one is an import dependency issue while the other is a missing processor attribute in serve." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen video-input regression are separate regressions." + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to video-input regression for Qwen VL models." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export issues and flash-attention s_aux=None crash are unrelated." + "reason": "Gemma3n export guard/erfinv support and flash-attention aux-state crash are different bugs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking from protobuf import handling and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance bugs." + "reason": "Tokenizer exception masking is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both involve Gemma/FA2 generation behavior, but one is NaN embeddings from sliding-window padding and the other is a performance regression; different symptoms and likely fixes." + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are different symptoms/fixes." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-content error messaging and CLIP MacOS bus error are unrelated." + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d cleanup and SigLIP2 nonsensical outputs are different models and bugs." + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline outputs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy class cleanup in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + "reason": "Dummy layer cleanup and RT-DETR memory release are different problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and stale warning text are unrelated." + "reason": "Category-count RuntimeError is unrelated to a stale num_return_sequences warning." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B and checkpoint resume key mismatch are different problems." + "reason": "Tensor-parallel OOM on Qwen2-57B-A14B is unrelated to checkpoint key mismatch." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but not the same root cause." + "reason": "Both concern tokenizers, but one is a wrong decoder-type bug while the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf exception masking for tokenizers are unrelated." + "reason": "Gemma4 processor import failure and protobuf error masking are separate tokenizer/processor issues." }, { "left": "issue:42490", @@ -10555,14 +10612,14 @@ "issue:43262|issue:44206", "issue:42490|issue:44743" ], - "prepared_review_unit_hash": "612aa02ee5b7363d4ded75780d6f1193c3fc26bbda03b66a304ae0aa5f71ffcb", + "prepared_review_unit_hash": "d794c83d9f492222854316f3c4e8b57ef8f0546de5aef9e1f1b5020417eed637", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, @@ -10577,192 +10634,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly false positives driven by broad keyword overlap (Flash Attention, OOM, Qwen, loading, tokenizer, etc.), but they refer to different concrete bugs or features. I do not see a true duplicate cluster here.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous false positives: the soft pairs span different models, subsystems, and failure modes, so none looks like the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: these pairs cover distinct bugs across unrelated models/features, so no safe duplicate anchor emerges.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43873 is the most active and referenced issue, but it still doesn't represent the rest of the set well enough to serve as a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different problems: LayoutLMv3 error-message clarity vs token embedding resize/post_init reinitialization." + "reason": "LayoutLMv3 error messaging vs token embedding reinit; different code paths and symptoms." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizers post-processor sync issue is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding behavior." + "reason": "Tokenizer post-processor runtime updates vs Gemma3 NaNs in sliding-window attention; unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SIGLIP2 bad outputs and RT-DETR memory release are unrelated model failures." + "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different bugs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is a deletion/GC leak and the other is a model-call memory overflow; different code paths." + "reason": "Both mention memory, but one is GC leak on deletion and the other is model call overflow; not the same issue." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOMs, but one is tensor-parallel load OOM and the other is int4/Transformers 5.x reserved-memory regression." + "reason": "TP loading OOM vs int4 quantization reserved-memory regression; same symptom, different root cause." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + "reason": "Tokenizer load failure vs bfloat16 dtype mismatch in inference; unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is not the same as Whisper empty-transcription handling." + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after token alignment; different paths." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model families and different failure modes: FineGrainedFP8Config vs weight shape mismatch." + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; different models and failures." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Label reduction bug in BEiT processor vs long-OCR index error in Kosmos2.5; unrelated." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Different processors/models and different bug classes; only superficial image/model overlap." + "reason": "Label reduction bug vs Flash Attention 2 long-context performance regression; not the same problem." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "ImportError for a missing symbol is not the same as a generic dependency issue." + "reason": "Specific import error for Qwen2.5-VL class vs a generic dependency issue; no concrete match." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support for XLM-Roberta and LayoutLMv3 error-message clarity are unrelated." + "reason": "Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 error clarity; unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Model support for FA2 and Deepspeed Adafactor OOM are different issues." + "reason": "Flash Attention 2 support vs Adafactor/DeepSpeed OOM; different subsystems." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles do not indicate the same concrete bug or fix." + "reason": "Both are generic Flash Attention titles, but there is no evidence they describe the same concrete bug/change." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SIGLIP2 inference correctness and sam3-litetext memory overflow are unrelated." + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed Adafactor OOM and Llama 3.2 Vision model loading regression are different failures." + "reason": "Adafactor OOM in DeepSpeed vs Llama 3.2 Vision load breakage; different failures." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different components: BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer crashes." + "reason": "BEiT reduce_labels bug vs LayoutLMv2Tokenizer crash on padding/truncation; unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in optimizer/offload path is unrelated to embedding resize reinitialization." + "reason": "Optimizer OOM vs embedding reinitialization bug; different code paths." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different bugs." + "reason": "Missing pad_token_id in Qwen3-VL vs sliding_window issue in Qwen3-MoE; different model families." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError and missing decorator for apply_rotary_pos_emb are distinct implementation issues." + "reason": "Rope-validation TypeError vs missing decorator crash in Qwen3.5 kernels; unrelated." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention crash on s_aux=None is unrelated to stale auto_mappings entries." + "reason": "Flash-attention sink-less AttributeError vs broken auto_mappings references; different causes." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are different concerns." + "reason": "Gradient checkpointing eval-mode limitation vs offloading/quantization bug; unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template padding crash and wrong video vision_position_ids in Qwen2.5-VL are different bugs." + "reason": "Batched apply_chat_template crash with padding=False vs wrong vision_position_ids for video input; different issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as a patchtsmixer post_init policy issue." + "reason": "Transformers 5.0 custom-init breakage vs patchtsmixer post_init policy change; related theme, but not the same fixable bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression and category-cardinality RuntimeError are unrelated." + "reason": "Flash-attention generation regression vs category-count runtime error; no overlap beyond being failures." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different code paths." + "reason": "Qwen3.5 recurrent-state reset bug vs Whisper skip_special_tokens handling; unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver interpolation failure are unrelated." + "reason": "Tokenizer load failure vs Perceiver resolution/interpolation bug; different components." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and LASR feature extractor center-arg crash are different issues." + "reason": "Audio chat-template sample-rate default vs unsupported center arg in feature extractor; different audio code paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen3 recurrent-state reset." + "reason": "Trailing-slash local path warning vs Qwen3.5 recurrent-state reset bug; unrelated." } ] }, @@ -10865,14 +10922,14 @@ "issue:43575|issue:43742", "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "06a6a0a421fe613969915c50bc3704e520f8aa8d22dad4a9bc2ee50439379f11", + "prepared_review_unit_hash": "c010b5729a820f4866fddc9b5878fddb6805d6586ad52e93ccd2be5ca8761b35", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, @@ -10887,180 +10944,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a broad false-positive mix of unrelated issue reports spanning model loading, generation, config, backend, and docs regressions. None of the proposed soft pairs look like the same underlying bug or change, so no pair should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No strong duplicate anchor stands out; if a representative is needed, issue 45698 is the broadest and most active save/load regression here, but the set is too heterogeneous to treat any item as a true canonical.", + "summary": "These issues are largely unrelated one-off bugs across different models, loaders, and utilities; I don't see any true duplicate pairs. If forced to anchor the cluster, the most general infrastructure bug is issue 45003.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45003 is the broadest, most infrastructure-level bug in the set, while the rest are mostly model- or feature-specific regressions with no clear duplicate center.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the closest global representative because it is open, recent, and has the most discussion/inbound references, but it still does not unify the rest of the reports.", + "best_issue_reason": "Issue 45003 is the best issue anchor because it describes a general code-path safety problem in core loading logic and is more reusable than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "One is a sys.modules safety issue in modeling_utils; the other is a DeepSeekV3MoE implementation divergence. Different code paths and bug classes." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from the remote implementation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs tokenizer auto-loading failure. Not the same underlying defect." + "reason": "BitNet packed-weight loading during accelerate load is a different failure mode from AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package/backend dependency omission vs a missing import_utils availability helper. Different targets." + "reason": "Missing tensorflow in a torch extra and a missing import_utils availability helper are separate packaging/API issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs a BART generate() decoder mask initialization error. Unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs. Different issue types." + "reason": "SigLIP2 implementation parity and stale pipeline docs after v5 removals are not the same bug." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config-field discrepancies, but for different models and fields (`Gemma3TextConfig` API vs missing `pad_token_id` on Llama4Config)." + "reason": "These are different model config discrepancies affecting different fields and different models." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken constructor error vs Hub `list_repo_files` revision forwarding. Unrelated." + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation vs a Qwen video-input regression. Different subsystems and failures." + "reason": "patchtsmixer post_init validation and the Qwen video-input regression are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug vs Swin2SR image over-padding. Not the same preprocessing logic." + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are different preprocessing bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior issue vs Gemma-3 eos_token_id config mismatch. Different bugs." + "reason": "Quantization offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error vs DeepSpeed ZeRO3 deque underflow. Different layers." + "reason": "A Python 3.13 TorchScript parsing error is not the same as a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs GPTNeoX rotary_pct persistence on reload. Both config-related, but distinct failures." + "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reload behavior affect different config paths." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM-efficient loading regression vs Qwen3-VL weight-shape mismatch. Not the same root cause." + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch on load." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both touch config handling, but one is a Gemma3TextConfig API discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." + "reason": "Tokenizer load failure and a bare-except in FuyuBatchFeature tensor conversion are different code paths." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug. Unrelated." + "reason": "Generation kwargs synchronization after sync_gpus and metric gathering truncation are unrelated trainer/runtime bugs." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Local dataset loading in a training script vs an unrecognized model/config error. Different failure domains." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load problems." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A failure running 3d_parallel.py is not the same as an OOM while loading Qwen2-57B with tensor parallelism." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention support and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B tp OOM and MobileLLM-125M key errors are distinct loading failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs attention-kernel branching under torch.compile. Different modules and symptoms." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate issues." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading failure for `physical-intelligence/fast` vs a backend mapping error for `tensorflow_text`. Different backend issues." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and tensorflow_text backend registration are unrelated backend/config problems." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load vs a Qwen3.5 save_pretrained regression. Different phases and causes." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression do not describe the same bug." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs bare-except error swallowing in FuyuBatchFeature. Different code paths." + "reason": "AutoTokenizer failing on one tokenizer class and Fuyu tensor conversion swallowing errors are different failures." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync after sync_gpus vs gather_for_metrics dropping tuple labels. Different training utilities." + "reason": "These affect different parts of the training/evaluation stack and do not share the same code path." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized-model saving and the other reloads the wrong custom module after save_pretrained. Not mergeable." + "reason": "One is about dequantized model saving, the other about custom module resolution during reload." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3. Unrelated." + "reason": "No overlap in mechanism: checkpoint key lookup versus inference divergence across devices." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM when loading a large model. Different symptoms and code paths." + "reason": "Parallel script launch failure and tensor-parallel OOM are not mergeable into one fix." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "XLMRoberta Flash Attention support vs Trainer GPU broadcast NoneType error. Unrelated." + "reason": "These are unrelated model/runtime issues with no shared concrete failure." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 vs checkpoint resume key mismatch. Different issues." + "reason": "Different symptoms, different subsystems, and no common faulty code path." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model TP OOM vs MobileLLM config key error. Not the same defect." + "reason": "Loading a large Qwen model with tp and a key error on MobileLLM are not the same defect." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch. Different subsystems." + "reason": "CPU offload mismatch is unrelated to checkpoint key mismatch." } ] }, @@ -11162,196 +11249,196 @@ "issue:43352|issue:46640", "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "e44b95a263a5811dfa9aff9aaf49390c57dd1da3a9aec52b1c2b90e94ae988a2", + "prepared_review_unit_hash": "d7817e600cea1ef689b7d1cc54ed7362ee36517560407938f79a283c6c822511", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35666, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "serialized_chars": 35662, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose thematic grouping of distinct Transformers regressions and import/load issues, not true duplicates. The closest representative issue is the custom model loading/saving regression, but none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45698 is the broadest and most central report around custom module resolution during from_pretrained/save_pretrained, which overlaps with several nearby loading-related reports in this set.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports; there is no true duplicate pair here, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall representative because it is active, high-discussion, and captures the most reusable umbrella theme in the cluster: broken custom-model loading after serialization.", + "best_issue_reason": "issue:45698 is the strongest standalone triage anchor: it is open, highly discussed, and describes a concrete reproducible from_pretrained/save_pretrained loading regression, but it still is not a canonical duplicate for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "One is a pipeline output-shape bug; the other is an AutoModel backend import error. Different code paths and symptoms." + "reason": "Different bugs: pipeline top_k output shape vs missing PyTorch backend during AutoModel import." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are import-related, but one is a missing utility symbol and the other is a kernels dependency/version requirement. Not the same bug." + "reason": "Unrelated import issues: a missing helper symbol vs kernels package version/revision requirements." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both involve v5 pipeline/processor regressions, but one is about processor.tokenizer behavior and the other is an error-message/task-support claim. Different underlying issues." + "reason": "Both are v5 regressions, but they affect different code paths: custom processor/tokenizer handling vs pipeline task messaging." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length handling and missing transformers.onnx are unrelated." + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to an onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different models and different failures: processor.tokenizer regression versus Gemma-3 eos_token_id config mismatch." + "reason": "Different functionality: processor/tokenizer image handling vs Gemma eos_token_id configuration mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 EOS config inconsistency and Whisper empty-transcription failure are separate model-specific bugs." + "reason": "Different model families and failure modes: Gemma EOS config vs Whisper empty transcription after special-token alignment." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/cache, but one is inconsistent outputs from compiled forward while the other is lazy cache initialization causing recompilation. Not the same defect." + "reason": "Both mention chunked/compiled execution, but one is output inconsistency and the other is cache lazy-init causing recompilation." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 dtype mismatch are unrelated model integration issues." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is about a model class still allowing optional post_init; the other is a v5 buffer initialization bug. Different changes and failures." + "reason": "PatchTSMixer post_init policy and junk-filled non-persistent buffers are separate issues." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow backend packaging and Gemma3TextConfig API discrepancy are unrelated." + "reason": "Backend packaging/install problem vs a Gemma3 config API discrepancy." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 EOS config mismatch and sinq quantization save/load breakage are distinct serialization/config bugs." + "reason": "Gemma EOS token config mismatch is unrelated to sinq quantized save/load failure." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are config/initialization related, but one is a broad v5 custom initialization breakage and the other is GPTNeoX rotary_pct not persisting on reload. Not the same issue." + "reason": "Custom model init break on v5 is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts in Fuyu conversion and Trainer import failing because of datasets are unrelated." + "reason": "Bare except in tensor conversion is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a janus image-generation test failure are different model-specific problems." + "reason": "ESM2 model breakage and janus image-generation test failure are different models and code paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are model-loading failures, but one is a gguf/from_pretrained breakage and the other is an unrecognized custom model config.json issue. Different root causes." + "reason": "Both are model loading problems, but one is gguf_file handling and the other is missing model_type in config.json." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying and Ministral FlashAttention support are separate model implementation issues." + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention support failure are distinct regressions." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both touch training loss, but one is MoE load-balancing loss gating and the other is a CohereASR double-shift bug. Not the same code-path problem." + "reason": "Different training-loss bugs: router load-balancing loss omission vs double-shift in CohereASR." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is a trust_remote_code path collision and the other is max_cache_length handling. Different bugs." + "reason": "Cache path collision for local trust_remote_code models is unrelated to max_cache_length semantics." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "One is an exception-handling bug in tensor conversion; the other is a Windows/ROCm distributed import dependency issue." + "reason": "Fuyu tensor conversion exception handling is unrelated to Windows ROCm torch.distributed import problems." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size mismatch and memory overflow in sam3-litetext are unrelated." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to SAM3-lite text memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A data request and a Gemma pipeline roundtrip failure are unrelated." + "reason": "Placeholder text issue and Gemma pipeline roundtrip failure are not the same bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading pretrained/custom models, but one is a legacy field problem in Beit segmentation preset loading and the other is wrong custom module resolution after save/load. Different underlying bugs." + "reason": "Both involve loading/pretrained behavior, but one is a legacy field in BEiT semantic segmentation and the other is wrong custom module resolution." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate v5 issues." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend packaging and missing is_falcon_mamba_ssm_available are unrelated." + "reason": "TensorBoard/TensorFlow backend packaging issue vs missing falcon mamba availability helper." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video-input processing in Qwen3OmniMoe and the other is batched chat-template padding behavior in Qwen2_5_VLProcessor. Not the same bug." + "reason": "Video processing failure in Qwen3OmniMoe and batched chat-template padding crash are different code paths." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One is an explicit lack of Flash Attention 2 support for NemotronHForCausalLM; the other is a generic Flash Attention issue. Different specificity and likely different fixes." + "reason": "A specific model not supporting FlashAttention 2 yet is not enough to match a generic Flash Attention 2 issue." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and an undefined tensorflow_text backend are unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to a tensorflow_text backend mapping error." } ] }, @@ -11453,206 +11540,203 @@ "issue:25251|issue:27957", "issue:43976|issue:44855" ], - "prepared_review_unit_hash": "715c6dab26a80eca016bb9c7427e5886c3155b0812d6a563f47a9ad5a1055063", + "prepared_review_unit_hash": "29ee9585eace96117b408915ad3620af13f9081390a694d9e6ce1adf3f91bc82", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35944, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy and spans unrelated Transformers issues. The only soft pair that looks like a true duplicate is the trust_remote_code cache-loading pair; the rest are adjacent themes but different bugs or code paths.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision for trust_remote_code local models, which also explains the FileNotFoundError symptom in issue:46617.", + "summary": "The cluster is highly mixed and the soft pairs are mostly superficial topic matches rather than the same underlying bug. No soft edge is strong enough to merge; the best anchor issue is the broad Transformers v5 non-persistent-buffer regression (43644).", + "confidence": 0.34, + "canonical_issue_reason": "issue:43644 is the broadest and most central bug report in the set, and it has a near-title twin (issue:44534) that looks like the same regression; it is the best candidate to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the best representative because it describes the concrete underlying cache bug, not just one downstream failure mode.", + "best_issue_reason": "issue:43644 most clearly represents a reusable root cause affecting core Transformers behavior, unlike the many narrow model-specific or doc-only reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure vs removed Sam3Lite config references; different subsystems and failure modes." + "reason": "Different failures in unrelated areas: janus image-generation test vs Sam3LiteText auto-mapping/CI breakage." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Both involve SAM3, but one is a dummy Conv2d placeholder and the other is an OOM report; not the same bug." + "reason": "Both mention SAM 3, but one is about a dummy Conv2d module and the other is a CUDA OOM; not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and symptoms; no shared concrete code path." + "reason": "Unrelated models and code paths: janus image generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric-gathering tuple truncation vs auxiliary-loss normalization; different logic and fixes." + "reason": "Different training/eval subsystems: metric gathering label trimming vs auxiliary-loss normalization." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/vocab collapse and Gemma4 token-type-id defaults are distinct issues." + "reason": "Different bugs: LoRA merge / tied embeddings collapse vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both cache-related, but one is missing cache initialization in chunked prefill and the other is recurrent-state reset in a modular model; not the same bug." + "reason": "Both cache-related, but one is missing cache in chunked prefill and the other is recurrent-state reset with seq_len>1." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Same SAM3/video area, but pipeline processor lookup and missing vision-encoder attribute are different failures." + "reason": "Video-classification processor selection problem vs SAM 3 vision encoder output attribute error; no shared code-path." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script vs a multimodal model loading regression; different paths." + "reason": "Different loading problems in different scripts/models; one is local dataset loading, the other is Phi-4 multimodal model loading." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 pad_token_id config error vs Qwen3-MoE sliding_window behavior; unrelated bugs." + "reason": "Different configuration issues: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reload regression are separate state/config persistence problems." + "reason": "Non-persistent-buffer initialization regression is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize vs import warning on a trailing-slash local path; not the same issue." + "reason": "Embedding reinitialization bug is unrelated to local-path import warning behavior." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing _tokenizer; different code paths." + "reason": "Serve/KV-cache tensor indexing crash is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim vs image over-padding; unrelated." + "reason": "Llama head_dim validation and Swin2SR over-padding are unrelated model/config vs image-processing bugs." }, { "left": "issue:45632", "right": "issue:46617", - "accept": true, - "reason": "Both report trust_remote_code cache-loading failures; 45632 describes the underlying cache-path collision that can surface as the FileNotFoundError in 46617." + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-name collision and the other is a FileNotFoundError from cache loading; not clearly the same defect." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality limit vs device-tensor slice arithmetic in cache handling; different bugs." + "reason": "Category-count limit error is unrelated to the static-cache slice arithmetic/device-tensor issue." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 indentation/parsing problem vs flash-attention None-attribute crash; unrelated." + "reason": "Python 3.13 torch.jit parse failure is unrelated to flash_attention s_aux=None AttributeError." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipelines vs a model producing bad outputs with AutoModel/pipeline; not the same change." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache initialization and the other is spurious recompilation from lazy init; distinct symptoms and fixes." + "reason": "Both mention cache and chunked prefill, but one is missing GenerationMixin cache and the other is spurious recompilation from lazy init." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a tied-weights warning in Qwen3-Next; different model/config bugs." + "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift are different training-loss bugs." + "reason": "Load-balancing loss omission is unrelated to Florence2 training-loss double-shift behavior." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder mask bug vs post_init reinitializing output embeddings; unrelated." + "reason": "Bart generate() UnboundLocalError and output-embedding reinit are different bugs in different code paths." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3 video OOM vs Whisper empty-transcription failure; no shared underlying bug." + "reason": "CUDA OOM in SAM 3 video is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk on v5 and rotary_pct resetting on reload are separate regressions." + "reason": "The non-persistent-buffer regression is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils vs Qwen3.5 chat crash; unrelated." + "reason": "Removed image_utils import and Qwen3.5 chat crash are different issues." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug vs Flash Attention 2 support issue; different code paths." + "reason": "Pipeline output nesting change and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility problem vs DebertaV2 import parsing error; different failures." + "reason": "Version/Python compatibility issue is unrelated to the Python 3.13 torch.jit indentation parse failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as noisy, and the one accepted soft pair (issue:45632 / issue:46617) is plausibly the same trust_remote_code cache bug rather than an overreach. The other negative verdicts also avoid claiming duplicates where the packet only shows thematic similarity." - }, - "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 }, @@ -11747,208 +11831,208 @@ "issue:43854|issue:44964", "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "057543853b638f3b7f3d6ea6b62810cba729617d34871874659a03b65ca0a2b6", + "prepared_review_unit_hash": "36bc3904a9923f272d6e71cb1ece450c8706c527475a2323d2a4eadd7b092340", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35688, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues with one plausible duplicate pair around the DeepSeek tokenizer regression in v5; the rest are different models, subsystems, or failure modes and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:46489 is the more specific and actionable report: it names the DeepSeek-Coder v1 tokenizer regression in transformers v5+ and points to the gap in PR #44801's fix, making it a better canonical anchor than the broader symptom report.", + "summary": "Most candidate pairs are false positives: they touch different models, processors, or unrelated error paths. Only the two DeepSeek tokenizer regressions plausibly describe the same v5 tokenizer bug and should be clustered together.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46489 is the most specific report: it names DeepSeek-Coder v1, identifies the v5+ tokenizer regression, and explicitly points to the remaining gap in the prior fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 has the clearest root-cause framing and strongest linkage to an existing fix gap, so it is the best representative issue in this set.", + "best_issue_reason": "issue:46489 is the strongest canonical issue candidate because it is detailed, reproducible, and directly anchors the shared tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Both are generation bugs, but one is a stale warning for num_return_sequences in paged generate while the other is Whisper empty-transcription failure after align_special_tokens; different code paths and fixes." + "reason": "Both are generation bugs, but one is about a stale num_return_sequences warning and the other is Whisper failing on empty transcription; different triggers and code paths." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Unrelated subsystems: torch.compile/SDPA model failure vs local dataset loading in a training script." + "reason": "Unrelated subsystems: torch.compile/SDPA on Bamba vs local dataset loading in the image-classification example." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different models and problems: Qwen2.5-VL video position ids vs Sam3 LiteText memory overflow." + "reason": "Different models and failures: Qwen2.5-VL video position ids vs Sam3-LiteText memory overflow." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but one is PatchTSMixer post_init validation and the other is Granite Speech strict config loading; not the same bug." + "reason": "Both involve config handling, but they are different models and distinct validation bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Separate areas: multimodal video-input regression in Qwen models vs KV-cache continuation tensor indexing in transformers serve." + "reason": "Video-input regression in Qwen VL models is unrelated to the serve KV-cache continuation tensor-indexing crash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert vs category-count limit RuntimeError." + "reason": "Completely different problems: auto device mapping cudaErrorAssert vs category-count limit in another component." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading in the example script." + "reason": "SwitchTransformers sparse-layer construction and image-classification dataset loading are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both are vision/model-input issues, but the specific bugs differ: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." + "reason": "Sam3 pixel decoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model-specific issues." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + "reason": "Both mention generation, but chunked-generation inconsistency and a stale warning are not the same bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to image-classification script dataset loading." + "reason": "SigLIP2 example errors versus local dataset loading; no shared code path." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different features and failures: LoRA merging with tied embeddings vs incorrect visual encoder keys on save_pretrained." + "reason": "LoRA/extended-vocab collapse is unrelated to Qwen3.5 save_pretrained visual-encoder key handling." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both concern video processing, but one is wrong vision_position_ids and the other is incorrect padding calculation in SmolVLM; not the same concrete bug." + "reason": "Both are video-related, but they affect different models and different preprocessing mistakes." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but the root causes differ: stale GraniteSpeech device override test vs removed Sam3LiteText configs in auto_mappings." + "reason": "Both are CI-related, but one is a stale test and the other is a broken auto_mappings import reference." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "These describe the same DeepSeek tokenizer regression in transformers v5+: incorrect output/behavior in DeepSeek tokenizer families, with 46489 explicitly identifying the gap in PR #44801's fix." + "reason": "Both report the same DeepSeek tokenizer regression on transformers v5+, and 46489 explicitly describes the remaining gap in the earlier fix." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regressions: processor.tokenizer/image handling breakage vs resize_token_embeddings not updating tied embeddings." + "reason": "Processor/tokenizer API regression and Gemma4 resize_token_embeddings propagation are different issues." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory pressure in Sam3 variants, but one is Sam3Video OOM and the other is Sam3 LiteText memory overflow; distinct model paths." + "reason": "Both are SAM3-family memory complaints, but one is video OOM and the other is LiteText memory overflow; not the same concrete bug." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image processor bugs: BEiT label reduction vs Swin2SR padding on divisible dimensions." + "reason": "Different image processors and different padding/label logic; no evidence of a shared root cause." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty list edge case; separate triggers." + "reason": "Both involve apply_chat_template crashing, but one is tool-call messages with no content and the other is an empty-list edge case." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate Hub-loading issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated issues: gemma4 embedding resize bug vs Whisper empty transcription generation failure." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different code paths: XLNet relative positional encoding device placement vs bare except in FuyuBatchFeature.convert_to_tensors." + "reason": "XLNet device placement in relative positional encoding is unrelated to Fuyu's bare except handling." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Unrelated failures: Qwen3OmniMoe video-input ValueError vs serving KV-cache continuation tensor indexing." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing crash are different paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the TensorBoard-without-TensorFlow backend error." + "reason": "Python 3.14 import failure and missing TensorFlow backend detection are different environment issues." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Both are generation-related, but one is pipeline top_k nesting and the other is Bart decoder_attention_mask initialization; different bugs." + "reason": "Pipeline top_k nesting change and Bart decoder_attention_mask initialization bug are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Different multimodal issues: all-zero assistant masks vs wrong vision_position_ids for video inputs." + "reason": "assistant_masks being all zero and wrong vision_position_ids are different multimodal bugs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both concern cache/prefill, but one is missing cache in v5.0.0 chunked_prefill and the other is a device-tensor seq_length bug in static cache on non-CUDA backends." + "reason": "Both concern cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor seq-length arithmetic bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Separate model-loading failures for different models and test contexts; no shared concrete bug." + "reason": "Two different model-loading failures for different repos; no shared underlying change." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different concerns: trust_remote_code cache-path collision vs missing import_utils helper for Falcon Mamba availability." + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils symbol." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet. The DeepSeek pair (issue:44779, issue:46489) is the only clearly plausible duplicate, and the rest of the soft-edge rejections are conservative and supported by the titles/summaries. Minor wording note: some items in the set are open, so 'mostly unrelated closed issues' could be phrased a bit more generally, but this does not affect the core judgment." + "feedback": "The clustering is well-grounded: the only clearly mergeable pair is the DeepSeek tokenizer regression pair (44779/46489), and the remaining soft pairs are conservatively rejected as different models, code paths, or edge cases. No soft-edge verdict looks overstated from the packet metadata." }, "evaluator_used": true, "retried": false, @@ -12042,8 +12126,8 @@ "issue:45083|issue:46506", "issue:42907|issue:43441", "issue:44683|issue:45446", - "issue:43976|issue:44279", "issue:43526|issue:43901", + "issue:43976|issue:44279", "issue:43381|issue:45593", "issue:43479|issue:45375", "issue:44496|issue:45042", @@ -12051,220 +12135,220 @@ "issue:43673|issue:44336", "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "37b409e7070621fd54ae3ae64041e4097e971e8fbfecccfa20a31b90e86c2b4a", + "prepared_review_unit_hash": "7f37892e0099b53f65aa8e6f07303310e0053a0b3c1e5d7bd9a66bb3eb974a16", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36930, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly Transformer/model-loading/regression related, but the individual issues are mostly about different models, APIs, and failure modes. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44964 is the broadest user-facing representative of the cluster\u2019s dominant theme (latest-transformers model loading regressions), and it has some inbound discussion.", + "summary": "This is a heterogeneous bucket of mostly unrelated Transformers issues; every soft pair is a false positive rather than a true duplicate.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue; the cluster spans unrelated bugs, regressions, import errors, config-validation problems, and pipeline/model-specific failures, so any one item would be a poor duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the most representative of the cluster overall, but it still covers only one slice of the heterogeneous set.", + "best_issue_reason": "No issue is especially suitable as a global representative; the highest-signal items are still narrowly scoped to their own model or subsystem and do not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "One is slow imports; the other is a sys.modules access safety bug. Same area, different problems." + "reason": "Different problems: slow import behavior vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are load-time regressions, but they affect different models and have different root causes." + "reason": "Different model-loading regression vs removed Sam3LiteText config references breaking CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one drops fields with trust_remote_code while the other rejects an unknown model type." + "reason": "Different config issues: missing fields from trust_remote_code vs unrecognized model lacking model_type." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test failure in GraniteSpeech vs a model-loading failure for Phi-4 multimodal; unrelated bugs." + "reason": "CI stale-device test failure is unrelated to loading microsoft/Phi-4-multimodal-instruct." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinit on resize are unrelated code paths." + "reason": "FlashAttention 2 support for XLM-Roberta is unrelated to post_init reinitializing tied embeddings after resize." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/backend dependency complaint vs a generic dependency issue; too vague and not the same defect." + "reason": "Packaging/backend dependency issue in torch install extras is not the same as a generic transformers dependency problem." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are validation-related, but one is about head_dim acceptance and the other about JSON-loaded list handling in rope validation." + "reason": "LlamaConfig head_dim validation and rope-validation list typing are different config-path 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 bug." + "reason": "Qwen2.5 VL image-processor export issue is unrelated to AutoImageProcessor import failures." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant masks are different tokenization/template bugs." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different import failures for different names; no shared concrete fix." + "reason": "Different modules and failures: Qwen2.5 VL processor export vs missing layer_type_validation symbol." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both touch weight tying/save behavior, but they involve different models and different failure modes." + "reason": "lm_head tying in Mistral3 generation is unrelated to Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error and embedding reinitialization are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading a registered buffer vs CPU/CUDA output divergence are different bugs." + "reason": "position_ids buffer access bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug vs a notebook syntax error; not duplicates." + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and auto_mappings config cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The titles are generic, but the underlying issues are different and provide no concrete overlap." + "reason": "Placeholder data issue is unrelated to _torch_extract_fbank_features behavior." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both concern cache behavior, but one is chunked_prefill GenerationMixin cache and the other is max_cache_length handling." + "reason": "Generation cache missing in v5.0.0 is unrelated to max_cache_length only affecting quantized cache." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility vs a model-loading failure on a specific checkpoint; different root cause." + "reason": "Python version compatibility regression is unrelated to a model-specific load failure for physical-intelligence/fast." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are regressions around tokenization/weights, but one is processor.tokenizer/image passthrough and the other is decoder embedding resize." + "reason": "Processor.tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + "reason": "Notebook syntax error is unrelated to audio feature extraction." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper length computation in qwen3_omni_moe vs CPU/CUDA inconsistency in layout model; not the same bug." + "reason": "Qwen3 Omni MoE feature-length helper behavior is unrelated to CPU/CUDA inference differences." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/FlashAttention, but one is save/load of dequantized weights and the other is FlashAttention inference failure." + "reason": "Dequantized Ministral save failure is unrelated to Ministral flash-attention runtime failure." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are flex_attention-related, but one is a compiled-kernel failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the incorrect version check for AuxRequest import." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A Python compatibility bug and a generic dependency issue are not the same concrete defect." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to text-classification docs still mentioning return_all_scores." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Image processor label reduction bug vs documentation drift for return_all_scores; one is runtime behavior, the other docs." + "reason": "Python support regression is unrelated to a generic dependency issue with transformers." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Eval-mode gradient checkpointing and D-FINE auxiliary losses are unrelated training behaviors." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config-initialization bugs in different multimodal model families." + "reason": "Phi4MultimodalConfig default-init bug is unrelated to Qwen3_5MoeVisionConfig silently dropping a field." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unknown model type loading failure vs PIL image processors incorrectly requiring torchvision; different loading layers." + "reason": "Unrecognized model/config loading failure is unrelated to PIL backend image processors requiring torchvision." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for a pipeline option vs an unknown-model config error; not duplicates." + "reason": "TextClassificationPipeline docs mismatch is unrelated to loading an unrecognized model." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache bug and ANSI output formatting in loading_report are unrelated." + "reason": "Generation cache behavior is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure vs cache max length behavior; different subsystems and symptoms." + "reason": "Janus image-generation test failure is unrelated to cache max length semantics." } ] }, @@ -12367,202 +12451,160 @@ "issue:41950|issue:45823", "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "92a3ca9e3b90919a88f381040ba9e8881e53d1720307cb139c6d76dab4100c59", + "prepared_review_unit_hash": "a823ea0c6b3c692de7c721fa472aca0f2fae6bc320651827186e7956bb0a1069", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers issues with some superficial similarity around multimodal/tokenizer/load-path regressions; none of the soft pairs look like true duplicates.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 43295 is the best anchor because it is a concrete, reproducible regression in multimodal processor/tokenizer handling and is broader than the other highly specific model- or docs-only reports.", + "summary": "This cluster is a grab bag of unrelated regressions across pipelines, tokenizers, loading, serialization, docs, and performance. The soft pairs mostly share only broad subsystem or version-regression similarity, not the same concrete bug/change, so I reject all of them.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, centered on recent-version breakage for remote_code models. It is the best single anchor for a heterogeneous cluster, even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "43295 is the strongest standalone issue in the set: clear regression scope, concrete failure mode, and good triage value as a representative multimodal API break.", + "best_issue_reason": "issue:45020 is the most general and cluster-representative issue here because it captures the widest class of version-induced model-loading failures. That said, the cluster is too mixed for a strong duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Different failures: notebook syntax error vs AddedToken keyword-argument error; no shared code path." + "reason": "Notebook syntax error and AddedToken keyword collision are different failures in different code paths." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/modules and different APIs." + "reason": "Both are import errors, but they concern different missing symbols/modules and unrelated root causes." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Generic model-config recognition failure vs composite Qwen text_config unwrapping bug; related area, not same bug." + "reason": "One is an unrecognized config/model loading failure; the other is an AutoModelForCausalLM text_config unwrap bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Distinct flash-attention crashes with different triggers and stack paths." + "reason": "Both mention FlashAttention, but one is Ministral-specific and the other is an s_aux=None crash in a different integration path." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Batch-finalization bug in MaskGenerationPipeline vs memory overflow in sam3-litetext; unrelated." + "reason": "Partial-batch result dropping and memory overflow are unrelated symptoms with different mechanisms." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span top-k bounds error vs empty-list chat-template IndexError; different pipeline code." + "reason": "QA span decoding top-k bounds error is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Assistant-mask bug in chat templates vs long-context FA2 performance regression; not the same underlying issue." + "reason": "Assistant mask generation bug and long-context FA2 performance regression are different bugs, not one change." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Dependency complaint vs torch-version incompatibility; too broad and not one concrete bug." + "reason": "A vague dependency issue and a torch version incompatibility are too generic to treat as the same defect." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription failure after token alignment." + "reason": "Gemma/T5 embedding resize behavior and Whisper empty-transcription generation failure are different model-specific issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Loading regression for Qwen3VL MoE vs save_pretrained checkpoint serialization regression; different code paths." + "reason": "Qwen3.5/VL model loading regression and save_pretrained serialization regression are related only by family, not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated models and behavior." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Single missing import vs broad post-update import failures; same symptom class, not same bug." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Config validation around head_dim vs missing decorator for rotary-pos-emb kernel registration." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor.tokenizer access/passing images regression vs Deepseek tokenizer output regression; different functionality." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD args ignored vs warning about tie_word_embeddings; not the same issue." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 example/model mismatch and quantization failure vs outdated docs mentioning return_all_scores." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python-version compatibility issue vs unreleased PEFT version bump; unrelated." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency problem vs specific unreleased dependency version; not duplicate." - }, - { - "left": "issue:46082", - "right": "issue:46512", - "accept": false, - "reason": "Head_dim validation failure vs stale config.dtype after from_config(dtype=...); distinct config bugs." + "reason": "A specific missing import and a broad import-error report are not the same underlying issue." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker bug vs nonspecific request to 'ADD THE DATA'; no concrete match." + "reason": "Tokenizer BPE-marker handling and a vague request to add data are unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and behaviors." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug vs remote_code model breakage; too broad to merge." + "reason": "Video-classification image-processor lookup is a pipeline bug, not the remote_code model-loading regression described here." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Loading failure vs incorrect visual-encoder keys on save_pretrained; different regression surfaces." + "reason": "Loading failure and incorrect saved visual-encoder keys are different sides of the workflow and not the same bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "lm_head serialization/device-dependent tied-weights issue vs resize_token_embeddings not updating Gemma4 embeddings." + "reason": "lm_head serialization inconsistency and resize_token_embeddings not updating embeddings are distinct weight-management bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both involve Qwen VL models, but one is a loading regression and the other an import/export issue for a different class." + "reason": "Qwen3.5 model loading and missing Qwen2_5_VL import are separate issues with different affected symbols." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBird mask-token registration bug vs D-FINE auxiliary-loss omission; unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are wholly unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor-type bug vs Gemma4 PLE device mismatch during forward; different subsystems." + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch are different subsystems and different bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss gating vs Gemma4 mm_token_type_ids defaulting; not the same code path." + "reason": "Router-logit loss gating and mm_token_type_ids defaults are separate multimodal/MoE configuration issues." } ] }, @@ -12655,8 +12697,8 @@ "issue:42175|issue:43976", "issue:44623|issue:45397", "issue:44671|issue:44779", - "issue:43901|issue:44246", "issue:43723|issue:44162", + "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43824|issue:43976", "issue:45542|issue:45800", @@ -12664,20 +12706,20 @@ "issue:43525|issue:43881", "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "2e6a5c7ae4ea778c30bc60102d573343b54855644eabc32351e69a29f8ed9a62", + "prepared_review_unit_hash": "f84ea76bf6494bdd348e3f892c7e02047f9313ab14e4c3ac1feb645bc04e85fa", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35701, + "serialized_chars": 35702, "estimated_input_tokens": 8926, "estimated_eval_tokens": 18108 }, @@ -12686,174 +12728,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and environment/package issues; none of the soft pairs look like true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out for the whole set because the reports span different subsystems and failure modes. If a representative issue is needed, issue:44462 is the strongest candidate because it is a concrete, reproducible tokenizer-loading regression with broad user impact.", + "summary": "The soft pairs are mostly superficial theme matches (tokenizers, loading, configs, deepspeed, Qwen/Ministral), but they describe different concrete bugs or code paths. I would not merge any of these pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear duplicate hub; the items span many unrelated regressions and feature bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best representative issue overall: it describes a clear v5 tokenizer-loading bug, has a specific failure mode, and is the most plausible anchor for nearby tokenizer-related reports.", + "best_issue_reason": "If a representative is needed, issue:43824 is the most visible/high-discussion loading failure, but it still does not subsume the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Unrelated: a vague data request versus an FP8 inference failure on B200." + "reason": "Completely unrelated: a vague data request vs an FP8 inference failure on B200." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizer save/load, but one is save_pretrained metadata mismatch while the other is AutoTokenizer ignoring repository tokenizer.json; different code paths." + "reason": "Both involve tokenizer save/load, but one is about saved tokenizer_class metadata and the other about AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing pad_token_id." + "reason": "Different config bugs: multimodal default sub-config initialization vs missing pad_token_id on Llama4Config." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Different subsystems: compiled flex_attention on torch>=2.9 versus TensorFlow backend packaging with tensorboard." + "reason": "Different subsystems and failures: flex_attention on torch>=2.9 vs TensorFlow backend missing because only tensorboard is installed." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error versus init_empty_weights/_is_hf_initialized argument mismatch; not the same bug." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated bugs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different model/features: MLukeTokenizer task AttributeError versus D-FINE auxiliary losses when denoising is off." + "reason": "Different model/task issues: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Both touch loading-related code, but one is a Mistral regex patch crash and the other is a hub list_repo_files revision-forwarding issue." + "reason": "Mistral tokenizer regex crash vs list_repo_files revision forwarding; no shared code-path bug." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; distinct root causes." + "reason": "Both mention deepspeed/optimizer, but one is Adafactor OOM and the other is optimizer.step() being called twice." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: FlashAttention regression for Ministral-3 versus long-ocr index error in Kosmos2.5." + "reason": "Both are model-specific inference bugs, but Ministral FlashAttention failure and Kosmos2.5 OCR index error are different code paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both are quantization/offload related, but saving a quantized model and loading a dequantized model with device_map=auto are different paths." + "reason": "Quantized model saving and dequantized model loading/offload are distinct stages with different failures." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file-missing bug versus a Chinese report about slower filtering after upgrade; not the same issue." + "reason": "Processor save_pretrained missing files vs a performance regression during data filtering; unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Same broad GLM family, but one is a missing rms_norm_eps causing precision drift and the other is torch.split return handling in GlmMoeDsaIndexer." + "reason": "Different model internals: MLA q_a_layernorm config precision issue vs torch.split return handling in GlmMoeDsaIndexer." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Unrelated: auto_docstring future-annotations crash versus a mistral_common import error breaking Gemma 4 processor loading." + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; unrelated bugs." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color handling in loading_report versus Qwen3.5 variable-length position_ids behavior; different code paths." + "reason": "ANSI output in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are cleanup/CI-style issues, but auto_mappings stale config references and leftover dummy classes are separate problems." + "reason": "Both touch generated mapping/dummy artifacts, but one is stale auto_mappings references and the other is leftover dummy classes in dummy_pt_objects." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids are different bugs." + "reason": "Both are Qwen3.5 issues, but CPU-offload incompatibility and variable-length position_ids are different problems." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different packaging/version problems: missing TensorFlow backend in torch extra versus Python version compatibility for Transformers 5.1.0." + "reason": "Package/backend installation issue vs Python version compatibility; not the same bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor.save_pretrained missing files versus gemma-4 zero3 from_pretrained failure; different components and symptoms." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different failures." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are model-specific v5 regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer outputs are separate code paths." + "reason": "Different regressions: CamemBERT masked-LM predictions vs Deepseek tokenizer output correctness." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline versus intermittent import slowness; unrelated." + "reason": "Tokenizer loading issue and ESM2 model breakage are unrelated." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "AutoTokenizer loading regression versus ESM2 broken workflows; different models and failure mechanisms." + "reason": "Docs mismatch for return_all_scores vs intermittent slow import; no shared underlying code bug." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked_prefill cache regression in GenerationMixin versus CLIPVisionModel hidden_states behavior; unrelated model paths." + "reason": "Generation cache missing in chunked_prefill vs CLIPVision hidden_states regression; different models and paths." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL export versus Python version support issue; no shared bug." + "reason": "ImportError for a Qwen2.5-VL class is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend packaging issue versus torch/transformers version incompatibility; not the same problem." + "reason": "TensorFlow backend packaging bug vs torch/transformers version incompatibility; not duplicates." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same Ministral family, but tokenizer BPE marker handling and FlashAttention loading failure are distinct issues." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are separate defects." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError versus glm-4v-9b loading failure; unrelated models." + "reason": "Missing pad_token_id on Llama4Config is unrelated to glm-4v-9b loading failure." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but kernels v0.15 revision/version requirements and Qwen3.5 rotary registration are different failures." + "reason": "Both mention kernels, but one is dependency version/revision requirements and the other is a registration/decorator crash in Qwen3.5." } ] }, @@ -12938,8 +12980,8 @@ "issue:43784|issue:45542", "issue:44246|issue:44496", "issue:45083|issue:46851", - "issue:45561|issue:45563", "issue:46399|issue:46851", + "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:43526|issue:45003", "issue:46614|issue:46665", @@ -12956,20 +12998,20 @@ "issue:42886|issue:46132", "issue:44451|issue:46752" ], - "prepared_review_unit_hash": "e6a61b56e76e7646d01e12fe4b4342e03294878b4357cc37cb8048cae2ebda90", + "prepared_review_unit_hash": "e0d98802b6840352d080baeb393f4e8139a05b1cd4ab6e16883c41336ac9eb0e", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35845, + "serialized_chars": 35847, "estimated_input_tokens": 8962, "estimated_eval_tokens": 18180 }, @@ -12978,48 +13020,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs across different models, configs, processors, and utilities. None of the soft pairs look like true duplicates.", + "summary": "The cluster is mostly a set of unrelated Transformers bug reports across different models, subsystems, and failure modes. I would not merge any of the soft-edge pairs; they are at best superficially similar by keywords or broad area.", "confidence": 0.87, - "canonical_issue_reason": "Issue #46851 is the clearest concrete runtime bug in the set; the others are mostly unrelated, documentation, versioning, or different code paths.", + "canonical_issue_reason": "Issue 46851 is the best-scoped concrete bug report in the set, with a clear failure mode and reproducible model-specific behavior. There is no true duplicate-heavy canonical issue in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46851 is the most actionable representative issue here: it names a specific model family, a specific failure mode, and a concrete input-dependent code path.", + "best_issue_reason": "46851 is the most actionable single issue here: specific title, clear runtime symptom, and narrow scope. It is still not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different subsystems: torch.compile attention-kernel branching vs ANSI color output in loading_report." + "reason": "Different subsystems and symptoms: attention kernel divergence under torch.compile vs a docstring/formatting issue." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward dtype/device mismatch." + "reason": "Notebook syntax error is unrelated to Gemma4 device placement/forward mismatch." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are different failure modes and code paths." + "reason": "Storage backend lookup failure and Qwen3.5 chat crash are unrelated code paths." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI leakage is unrelated to a docstring typo for position_ids." + "reason": "ANSI output formatting is unrelated to a wrong docstring for position_ids." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is Llama4Config pad_token_id and the other is trust_remote_code AutoConfig field loss; not the same bug." + "reason": "Both mention missing fields, but one is a specific Llama4Config attribute bug and the other is a trust_remote_code config-construction inconsistency." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding calculation is different from AutoProcessor\u2019s missing-vision-backend import error." + "reason": "Both involve vision processors, but one is a padding calculation bug in video processing and the other is an error path for missing vision backend support." }, { "left": "issue:45325", @@ -13031,133 +13073,133 @@ "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support regression." + "reason": "Import error for AutoImageProcessor is unrelated to a Python version compatibility regression." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 zero3 loading." + "reason": "Tokenizer serialization mismatch is unrelated to the Gemma-4 zero3 loading failure." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are separate dependency/import issues." + "reason": "Sentence-transformers import NameError and missing TensorFlow backend handling are different dependency/import bugs." }, { "left": "issue:44246", - "right": "issue:44871", + "right": "issue:44496", "accept": false, - "reason": "Import latency and eos_token_id inconsistency are unrelated." + "reason": "Slow import and unrecognized model/config parsing are not the same issue." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Qwen3-Omni-MoE feature-length helper behavior is different from Qwen3.5 variable-length position_ids handling." + "reason": "Different Qwen model variants and different helper behavior; not the same underlying bug." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a stale generate() warning." + "reason": "Kernel registration decorator failure is unrelated to variable-length position_ids handling." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Kernel registration/decorator crash in Qwen3.5 is a different concrete bug than variable-length position_ids." + "reason": "A pytest-xdist race in testing utilities is unrelated to a stale generate() warning." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and apply_rotary_pos_emb registration are unrelated code paths." + "reason": "Auto-docstring annotation parsing and apply_rotary_pos_emb registration are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are different bugs." + "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Tokenizer phonemizer backend state bug is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty apply_chat_template IndexError are different failures." + "reason": "Video-input processing error in Qwen3OmniMoe and empty-list chat-template crash are distinct failures." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "dtype mismatch in inference and hidden_states/output field confusion are unrelated." + "reason": "dtype mismatch in inference and miswired hidden_states output are different model/runtime bugs." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + "reason": "Sliding-window bug in Qwen3-MoE is not the same as a chat crash in Qwen3.5." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and Gemma-4 zero3 loading are not the same bug." + "reason": "Position_ids buffer reading error and Gemma-4 zero3 loading are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but they are different version/model breakages and not the same concrete change." + "reason": "These both mention Qwen MoE, but one is a hf4.x/hf5.x LoRA compatibility problem and the other is a loading regression in 5.0.0.dev0." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and eos_token_id configuration mismatch are unrelated." + "reason": "Slow import is unrelated to an eos_token_id configuration inconsistency." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss gating and D-FINE auxiliary-loss omission are different model-loss bugs." + "reason": "Both concern losses, but one is MoE load-balancing loss gating and the other is D-FINE auxiliary losses when denoising is off." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting has no relation to GLM-5 RoPE implementation." + "reason": "Docstring/ANSI output issue is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention sink-less-model crash is a different code path than Qwen3.5 variable-length position_ids." + "reason": "Flash-attention sink-less model crash and variable-length position_ids are different code paths." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access safety and TimesFM window_size attribute handling are unrelated." + "reason": "Unsafe sys.modules access is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + "reason": "Offline cache tokenization failure is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to empty chat template handling." + "reason": "Model-loading failure for ScandiBERT and empty-list chat-template crash are not the same bug." } ] }, @@ -13261,20 +13303,20 @@ "issue:29870|issue:30333", "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "005cbf72b70addd76a4062be5de9e3f093ee1f56ba7bf4835d18fc6dc4b848d3", + "prepared_review_unit_hash": "383b091939776c5c8348c7cdbeec50b999eac595254cdae5ba8068060012461f", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36554, + "serialized_chars": 36555, "estimated_input_tokens": 9139, "estimated_eval_tokens": 18534 }, @@ -13283,186 +13325,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous collection of unrelated transformer issues. None of the soft-similarity pairs look like the same underlying bug or change, so there is no true duplicate cluster to merge.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous with no true duplicate cluster; the soft edges mostly connect issues that share a subsystem name but not the same underlying bug. I would keep the candidate links rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the strongest standalone bug report in the set: it describes a concrete regression, names multiple affected model families, and is framed as an actionable code-path failure.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative: the items span unrelated models, processors, configs, and runtime errors, so any choice would be arbitrary.", + "best_issue_reason": "issue:44479 is the best representative issue overall because it is specific, reproducible, and broad enough to capture a real regression across related models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different model/runtime failures: torch.compile+SDPA vs CPU/CUDA result mismatch." + "reason": "Both are runtime discrepancies, but one is a Bamba SDPA/torch.compile failure and the other is a CPU-vs-CUDA output mismatch in PPDocLayoutV3; different bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings not updating outputs." + "reason": "Tokenizer corruption in Deepseek v5 is unrelated to resize_token_embeddings not propagating to output embeddings." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Separate import errors for different symbols and packages." + "reason": "Different import errors from different modules: Qwen2.5 VL image processor vs is_offline_mode in huggingface_hub." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing-import symbols; not the same bug." + "reason": "Both are import failures, but they concern different symbols and code paths; no evidence of the same underlying breakage." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline image-processor lookup issue is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification using image processors and _torch_extract_fbank_features() are separate processing paths with different symptoms." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for a pipeline is unrelated to unsafe sys.modules access." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve Deepspeed-adjacent failures, but the concrete bugs are different." + "reason": "Both involve DeepSpeed/large-model loading, but one is missing Qwen3 MOE weight conversion and the other is a zero3 deque underflow; different failures." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe module lookup and xdist file races are unrelated issues." + "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading failure is not the same as sys.modules access." + "reason": "An unrecognized model/config loading failure is not the same as unsafe sys.modules lookups." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Different video-processor bugs in different model families and code paths." + "reason": "Both touch video inputs, but one is a Qwen3OmniMoe ValueError and the other is a SmolVLM padding bug; different code paths." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Strict config field handling differs from AutoModel text_config unwrapping." + "reason": "Both involve Qwen multimodal configs, but one is a missing config field dropped by @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; distinct bugs." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to slow import behavior." + "reason": "Audio chat-template sampling-rate handling is unrelated to an import-time performance complaint." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they concern different model-specific regressions and fixes." + "reason": "Both are video-related regressions, but the affected models and failure mechanisms differ." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and slower filtering after upgrade are unrelated." + "reason": "Registering position_ids as a buffer causing an error is unrelated to a general performance slowdown report." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 attribute error and SAM lite text memory overflow are different failures." + "reason": "Same SAM3 family, but one is a missing attribute in SAM 3 Video and the other is a memory overflow in sam3-litetext; not the same bug." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU-offload incompatibility and missing decorator registration are distinct code-path problems." + "reason": "Both are Qwen3.5-related, but CPU offload incompatibility and missing decorator registration are different concrete failures." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow is unrelated to stale auto_mappings CI references." + "reason": "Zero3 deque underflow and broken auto_mappings references are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a vision processor is unrelated to a ZeRO3 BertModel index error." + "reason": "Importing a missing image processor and an IndexError in BertModel with ZeRO3 init are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Different strict-config problems affecting different model configs and fields." + "reason": "Both are strict-config complaints, but they affect different models and different missing-field behavior." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Regression in processor.tokenizer/image handling is unrelated to embedding resize propagation." + "reason": "Processor.tokenizer/image passing regression is unrelated to resize_token_embeddings propagation." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior does not match empty-transcription generation failure." + "reason": "Embedding resize/output-embedding propagation has nothing to do with Whisper empty-transcription generation failure." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention embedding serialization/resize, but the concrete issues and affected modules differ." + "reason": "Both mention tied weights/embeddings, but one is serialization inconsistency by device and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same bug." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing processor save files is not the same as missing vision backend handling." + "reason": "Missing processor.save_pretrained files and AutoProcessor's unrecognized image processor error have different root causes." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE router-loss behavior and an AMP CUDA image-loss crash are unrelated." + "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Florence2 training-loss shifting." + "reason": "Label reduction bug in BeitImageProcessorFast and Florence2's training-loss double-shift issue are different model-specific problems." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and CPU/CUDA output divergence are different problems." + "reason": "Qwen3-VL-Moe on transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() UnboundLocalError and MLflow job-status reporting are unrelated." + "reason": "BART generate() unbound-local error and MLFlow not reporting failed jobs are unrelated operational bugs." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure with physical-intelligence/fast is unrelated to tokenizer protobuf error masking." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to protobuf-related tokenizer error masking." } ] }, @@ -13540,8 +13582,8 @@ "issue:43526|issue:46894", "issue:44060|issue:44077", "issue:44368|issue:44977", - "issue:45412|issue:46123", "issue:43653|issue:44162", + "issue:45412|issue:46123", "issue:44479|issue:46170", "issue:42886|issue:45229", "issue:45397|issue:45656", @@ -13565,20 +13607,20 @@ "issue:43065|issue:46123", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "18463ae58cec961f8ad88813298466d33c3fea48c14c82405b791a4284a60626", + "prepared_review_unit_hash": "692fea03121cfdaca1eb0aae7424001fd507c153b2595f780aae9eab27c48580", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35968, + "serialized_chars": 35965, "estimated_input_tokens": 8992, "estimated_eval_tokens": 18240 }, @@ -13587,192 +13629,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated lookalikes and should be kept separate. The only credible duplicate is the pair about `StaticCache.get_seq_length()` returning a tensor instead of an `int`.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45987 is the cleanest root-cause report for the `get_seq_length()` return-type bug; it states the contract violation directly and can subsume the backend-specific failure in 46858.", + "summary": "This cluster is heterogeneous: mostly unrelated bug reports across model loading, tokenizers, video, cache, and compile paths. No PRs are present. The most coherent anchor is the StaticCache/get_seq_length device-tensor bug, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.17, + "canonical_issue_reason": "Issue #46858 is the clearest, most actionable report in the recurring cache/get_seq_length theme, with a concrete failure mode on non-CUDA backends and torch.compile.", "canonical_pr_reason": null, - "best_issue_reason": "45987 is the strongest canonical issue candidate overall because it describes the underlying API bug broadly and precisely, rather than just one downstream symptom.", + "best_issue_reason": "Issue #46858 is the best anchor because it is specific, reproducible, and tied to a concrete code path; it is more representative than the broader or more ambiguous reports nearby.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Different scopes: model-specific Flash Attention support error vs a generic FA2 topic/request." + "reason": "Both mention flash attention, but one is a model-specific support error for NemotronHForCausalLM and the other is a generic topic; not the same bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "Completely unrelated models and failures: DETR cardinality error vs Qwen3.5 variable-length position_ids." + "reason": "DETR cardinality/background-class behavior and Qwen3.5 variable-length position_ids are unrelated code paths." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different bugs in unrelated pipelines; no shared code-path or symptom." + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss shifting are different subsystems and failures." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is a tied-weights warning in Qwen3-Next; the other is a patchtsmixer post_init policy issue." + "reason": "A tied-weights warning in Qwen3-Next and a patchtsmixer post_init policy issue are not the same underlying problem." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a weight-tying warning and the other is a flash-attention generation failure." + "reason": "Both touch Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "RT-DETR memory cleanup and MaskGenerationPipeline batch handling are unrelated." + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 breakage are unrelated; no shared concrete bug." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer special-token registration vs ESM2 breakage; no common underlying bug." + "reason": "RT-DETR garbage-collection memory release and MaskGenerationPipeline partial-batch dropping are different bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen VL models vs a Windows/ROCm distributed import failure." + "reason": "A video-input regression in Qwen models and a Windows/ROCm torch.distributed import issue do not share a code path." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma multi-GPU OOM are different failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 loading/ZeRO-3 issue is not the same as a DeepSpeed double optimizer-step bug." + "reason": "Gemma-4 zero3 loading and deepspeed double optimizer stepping are different problems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both touch SAM3, but one is a dummy conv implementation detail and the other is a model-type mismatch warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. a sam3_video/sam3_tracker type warning are not the same issue." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are unrelated." + "reason": "Missing fpn_position_embeddings in SAM3 Video and a Qwen3OmniMoe video-input ValueError are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm dependency error." + "reason": "Strict granite_speech config loading and a Windows ROCm import failure are distinct bugs." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different problems: import/dependency failure vs RT-DETR forward-shape TypeError." + "reason": "One is a platform import/dependency problem; the other is an RTDetr forward shape/feature-level mismatch." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Weight-tying warning and stale `num_return_sequences` warning do not share the same bug." + "reason": "Two different stale warnings in different features; not the same underlying defect." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression and model accuracy regression are different issues." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are too different to be duplicates." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa cache crash vs Gemma 4 text-only fine-tuning mask-token defaults." + "reason": "GlmMoeDsa stale cache on second forward and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model weight-shape mismatch is unrelated to a tied-embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are separate model-loading issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma token roundtrip failure are not the same bug." + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip behavior are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection and tokenizer/pipeline roundtrip behavior are unrelated." + "reason": "Chat/completions request rejection and a Gemma tokenizer roundtrip bug are different layers and failures." }, { "left": "issue:46829", "right": "issue:46858", "accept": false, - "reason": "VideoPrism output packaging bug vs cache-length arithmetic bug; different code paths and symptoms." + "reason": "VideoPrism output field mix-up and cache.get_seq_length tensor arithmetic are not the same bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction issue is not the same as the Gemma roundtrip failure reported here." + "reason": "An isolated reproduction issue is not the same as the Gemma pipeline roundtrip failure." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward cache corruption in GlmMoeDsa is unrelated to flash_attention.py crashing on `s_aux=None`." + "reason": "A stale indexer cache crash and a flash_attention.py s_aux=None AttributeError are different code paths." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/cache words, but one is kernel divergence and the other is lazy cache init causing recompilation." + "reason": "Both mention compile/cache concepts, but one is attention-kernel divergence and the other is lazy cache initialization causing recompilation." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int issue is unrelated to missing chat-template support in a processor." + "reason": "MPS histogram support and missing chat templates are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation handling and static-cache sequence-length arithmetic are unrelated." + "reason": "Auto-docstring annotation handling and cache.get_seq_length slice arithmetic are unrelated issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder implementation details and MaskGenerationPipeline batch termination are unrelated." + "reason": "SAM3 pixel decoder implementation and partial-batch handling in MaskGenerationPipeline are not the same bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are both save_pretrained-adjacent but not the same bug." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Same underlying bug: `get_seq_length()` returns a tensor instead of an `int`, and 46858 is the downstream static-cache/compile manifestation of the same contract violation." + "reason": "Both involve save_pretrained, but tokenizer_class metadata mismatch and missing processor files are different concrete failures." } ] }, @@ -13876,106 +13912,106 @@ "issue:43723|issue:46326", "issue:45406|issue:46202" ], - "prepared_review_unit_hash": "d8c870de3ab39edd36f51ee753c103fb92c5b7654cdcf687609afb282a083dc9", + "prepared_review_unit_hash": "f70d75bc3e652bfc64e49a53475072a64cd05b3d66283f53ff3e127911828a6f", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36049, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only soft duplicate that looks credible is the Qwen3.5-Moe config/from_pretrained regression pair; the rest are different models, different code paths, or different symptoms.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45375 is the better canonical issue for the Qwen3.5-Moe regression because it identifies the likely root cause directly: a missing `deepstack_visual_indexes` field being dropped by `@strict`.", + "summary": "This cluster is noisy: the items mostly describe different Transformers regressions across unrelated models/subsystems. I did not find any soft pair that clearly refers to the same concrete bug or change, so I rejected them all as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46726 is the clearest, most actionable representative of the set: a specific AutoProcessor failure when a vision backend is missing, with a well-defined user-facing error path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best overall representative because it is the clearest user-facing report of the Qwen3.5-Moe `from_pretrained` failure and provides the broadest symptom framing.", + "best_issue_reason": "issue:46726 is the best single issue to stand in for this cluster because it is concrete, narrowly scoped, and representative of the processor/vision-backend failure mode seen in the nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different problems: a tokenizer AttributeError versus a dataset/filtering slowdown regression." + "reason": "Different problems: tokenizer AttributeError vs. a performance regression after upgrade." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both involve vision models, but one is wrong output from AutoModel/pipeline while the other is a missing-backend AutoProcessor error; not the same bug." + "reason": "Both touch vision/image flows, but one is incorrect outputs and the other is a missing-backend error; not the same bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Unrelated: data filtering performance versus DeepSpeed optimizer stepping twice." + "reason": "Unrelated: data filtering slowdown vs. DeepSpeed optimizer-step duplication." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the reported slowdown regression." + "reason": "Checkpoint resume key mismatch is unrelated to the slowdown report." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos token config mismatch and AttentionInterface behavior change are different code paths." + "reason": "Gemma eos-token config inconsistency is unrelated to AttentionInterface behavior changes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save files issue is unrelated to DeepSpeed optimizer stepping." + "reason": "Processor save files issue is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Different failures: missing fields in AutoConfig with remote code versus ESM2 breakage." + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to ESM2 being broken." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention/Ministral regression and empty-chat-template crash are unrelated." + "reason": "Different code paths: FlashAttention failure vs. empty-chat-template IndexError." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Same underlying Qwen3.5-Moe loading/config regression; the missing field in one issue plausibly explains the from_pretrained error in the other." + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; not clearly the same concrete bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading are different operations with different failure modes." + "reason": "Quantized model saving failure is distinct from GGUF loading failure." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code config field loss." + "reason": "SAM3 vision encoder attribute error is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but they describe different internal bugs and scenarios." + "reason": "Both are generation-related, but they affect different internals and symptoms." }, { "left": "issue:44188", @@ -13987,107 +14023,104 @@ "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch and a Sentence Transformers loading hang are not the same issue." + "reason": "PyTorch import missing is not the same as a Sentence Transformers loading hang." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but one is a missing top-level AutoImageProcessor symbol and the other is a bad/nonexistent image_utils import." + "reason": "Both are import-related, but the missing AutoImageProcessor export and a nonexistent image_utils import are not the same bug." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 encoder attribute error and TimesFM window_size AttributeError are unrelated model bugs." + "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size handling." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5-Moe regression: one reports the user-facing from_pretrained failure, the other identifies the missing config field root cause." + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a specific config-field omission; insufficient to merge." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque exhaustion." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report is not the same as a Gemma-4 ZeRO3 loading failure." + "reason": "A placeholder bug report does not identify the same bug as gemma-4 zero3 from_pretrained." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both are about missing vision dependencies, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error; too different to merge." + "reason": "Both involve missing vision backends, but one is a video-model AutoProcessor crash and the other is an image-processor error message; not clearly the same concrete failure." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression affect different tokenization paths." + "reason": "Whisper timestamp decode crash is unrelated to Kimi tokenizer codec handling." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained failure and processor.save_pretrained file omission are not the same bug." + "reason": "Qwen3-VL-Moe loading issues are unrelated to processor.save_pretrained missing files." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example problems and missing-backend AutoProcessor runtime error are different issues." + "reason": "Documentation example errors and missing-backend AutoProcessor handling are different issues." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout lint noise are unrelated." + "reason": "T5 decoder-input validation messaging is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring bug about position_ids is not the same as the Qwen3.5 variable-length input failure." + "reason": "A docstring bug for position_ids is not the same as a runtime variable-length-input failure." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different regressions." + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure and continue_final_message behavior change are different tokenizer issues." + "reason": "Tokenizer loading regression and continue_final_message behavior are different bugs." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct bugs." + "reason": "Gemma4Processor missing _tokenizer is unrelated to Gemma pipeline roundtrip on \u2581." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate cluster is the Qwen3.5-Moe regression, which is supported by matching titles and the explicit root-cause note in issue:45375. The rest of the rejections are appropriately cautious and do not overclaim similarity." - }, - "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 }, @@ -14185,20 +14218,20 @@ "issue:44623|issue:45310", "issue:42673|issue:46693" ], - "prepared_review_unit_hash": "3d51abb6f295b79d32931c50ccf270a1a752b10e7747dbafcfae8f7503a4491b", + "prepared_review_unit_hash": "8814bb0b6c7e4fa06d64dbe6caa5d66c9f9f83365b9183b1ea96fbcab637a7c9", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36537, + "serialized_chars": 36540, "estimated_input_tokens": 9135, "estimated_eval_tokens": 18526 }, @@ -14207,201 +14240,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report. Most other soft matches are merely thematically similar (imports, model loading, tokenizer regressions, FP8, etc.) and should stay separate.", - "confidence": 0.63, - "canonical_issue_reason": "issue:41628 is the best anchor for the cluster\u2019s recurring import/export failures: it is a generic, high-signal missing-symbol bug in `transformers` and sits closest to several other import-related reports.", + "summary": "The cluster remains mostly heterogeneous. The only clear duplicate candidate is the exact-title repeat of the Qwen3ForCausalLM VRAM leak report (issue:42673 / issue:43704); the other soft edges are best treated as separate bugs or regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best anchor because it is the more detailed and better-referenced report in the exact-title Qwen3ForCausalLM VRAM leak pair; issue:43704 matches the same title but is a shorter later repeat.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most representative issue in the import-error subgroup and is broader/more central than the more model-specific reports.", + "best_issue_reason": "issue:42673 is the strongest global issue candidate because it has the richest discussion and references for the repeated Qwen3ForCausalLM VRAM leak report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different symptoms and code paths: quantization/offloading vs pipeline-parallel generation output correctness." + "reason": "Different problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "One is pipeline-parallel output corruption; the other is an image-specific infinite loop in Qwen3_5." + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image infinite loop are unrelated code paths." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Both are import/runtime errors, but they affect different packages and mechanisms (`nn` import vs rotary registration)." + "reason": "Both are model import/runtime issues, but they involve different symbols, triggers, and fixes." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different exported names and likely different missing-export causes." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Unrelated: AMP/CUDA loss crash versus docstring logging on import." + "reason": "A CUDA float16 loss crash and auto_docstring stdout noise are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Different subsystems entirely: model loss behavior vs import-time doc-lint output." + "reason": "Aux-loss behavior in D-FINE is unrelated to docstring diagnostics at import time." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same exact reported bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Exact title match for the same Qwen3ForCausalLM VRAM leak report; the packet supports treating 43704 as a repeat of 42673's bug report." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but different model versions and different failure conditions; not the same concrete bug." + "reason": "Both mention Qwen3 family loading, but the model variants and failure contexts differ enough to treat as separate bugs." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are missing-import complaints, but they are different exported symbols and separate failures." + "reason": "Importing GenerationMixin and importing AutoImageProcessor are distinct API breakages." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Saving FP8 MoE models vs `from_pretrained` loading failure are distinct code paths." + "reason": "FP8 save_pretrained failure is unrelated to Qwen3.5 from_pretrained loading errors." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Embedding dtype drift during eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma-family pipelines, but one is tokenizer roundtrip and the other is an image-text pipeline output issue." + "reason": "Both involve Gemma, but one is a tokenizer roundtrip issue and the other is a pipeline/output wiring problem." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving and a missing `Qwen2_5_VLForConditionalGeneration` import are unrelated." + "reason": "Quantized model saving failure and an import error for Qwen2_5_VLForConditionalGeneration are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both raise AttributeError, but in unrelated utilities and code paths." + "reason": "Mistral tokenizer regex patching and auto_docstring annotation handling are separate subsystems." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression versus FP8 save/load failure are different bugs." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after GPU sync is unrelated to the Janus image-generation test failure." + "reason": "Generation kwargs propagation after sync_gpus and a janus image-generation test failure are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Model preset loading bug vs pytest-xdist race in testing utils; no shared underlying defect." + "reason": "A legacy config field breaking pretrained loading and an xdist race on captured_info.txt do not share a code path." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend installation issue vs a missing import from `image_utils`; different problems." + "reason": "Missing TensorFlow in a torch extra install and a missing image_utils import are unrelated." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Parallel test-file race vs stale auto-mapping references; unrelated." + "reason": "A test file race condition and stale auto_mappings references are separate CI issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue vs missing import from `image_utils`; not the same bug." + "reason": "Python version support breakage and a missing import from image_utils are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure vs test utility race; unrelated." + "reason": "Model config loading failure and pytest-xdist file races are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training vs OOM in Adafactor/DeepSpeed are different failures." + "reason": "MLflow reporting after failed training and a DeepSpeed OOM with Adafactor are not the same bug." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency-version bump issue vs docstring import-time logging; unrelated." + "reason": "A version pin/release mismatch is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding reinitialization on resize are separate model behaviors." + "reason": "Sentence Transformers loading hang and token embedding reinitialization are different issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different APIs and symptoms." + "reason": "Tokenizer cleanup behavior and missing BOS/EOS insertion are distinct tokenizer regressions." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Extras/backend packaging issue vs dummy class leakage/check-repo failure; different root causes." + "reason": "TensorFlow backend packaging and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Incorrect default multimodal config initialization vs output-field mismatch in video classification are unrelated." + "reason": "Multimodal config initialization and VideoPrism output-field mismatch are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug vs pipeline batching/drop-results bug; not the same change." + "reason": "Causal-mask construction in Gemma4 and pipeline final-batch handling are different code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omission vs Qwen3.5 from_pretrained error are different code paths." + "reason": "Processor save_pretrained missing files and Qwen3.5 from_pretrained errors are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders vs FA2 long-context performance regression; unrelated." + "reason": "Qwen3ForCausalLM VRAM leakage in dataloader threads is unrelated to the FA2 long-context performance regression." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:42673 vs issue:43704, is a clear duplicate by title. The other pair rejections are cautious and consistent with the issue titles; no overstatement of same-bug evidence stands out." + "accept": false, + "feedback": "Rejecting because the rationale is not fully grounded in the packet: issue:42673 is marked closed, not open, and the packet only supports that issue:42673 and issue:43704 share the same title, not that they have the same full bug report. The rest of the soft-edge verdicts are generally conservative, but these factual overstatements are enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14499,208 +14532,214 @@ "issue:42796|issue:43723", "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "52264eef50f917ce4267bcce38fdfe3d054f25fbef1fa658eb408c7a6262c1bc", + "prepared_review_unit_hash": "f7e8b0a3558a0a67ed2418d849302789b10e339f27ba74da6e4bfac98bef0082", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model/import/docs/training bugs. Several pairs are only loosely similar because they mention tokenizers, v5 regressions, or documentation, but they do not describe the same concrete bug or change.", - "confidence": 0.71, - "canonical_issue_reason": "issue:42898 is the best representative of the cluster because it is a core tokenizer regression report in v5 and is one of the few items that recurs across multiple soft-similarity links, even though the cluster is not actually duplicate-heavy.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, docs/example bugs, model-loading/import errors, optimizer issues, and multimodal model-specific problems. No soft pair looks like the same underlying fix, so all candidate duplicate edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single true canonical issue exists for this mixed cluster; if one must be chosen, issue 45812 is the strongest representative because it is a concrete, high-signal functional regression with external references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most central issue to this noisy cluster\u2019s recurring tokenizer-v5 theme; it is the closest thing to a hub, but the surrounding issues are too diverse to treat it as a true duplicate anchor.", + "best_issue_reason": "Issue 45812 is the best overall anchor: it reports a broad, user-visible tokenizer regression with clear impact and more evidence than the smaller docs/import outliers.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different models and failures: multimodal config initialization vs Whisper word timestamp decoding." + "reason": "Both are bug reports in transformers, but one is a multimodal config defaulting issue and the other is a Whisper decoding crash; different code paths and fixes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers in v5, but one is tokenizer loading and the other is add_special_tokens behavior for a specific model." + "reason": "Both involve tokenizers, but one is an AutoTokenizer loading regression and the other is add_special_tokens behavior for a specific tokenizer; not the same bug." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Both are documentation-related, but one is a notebook syntax error and the other is a parameter-name mismatch in docs." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are distinct documentation issues, not one underlying change." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and different model families; not the same bug." + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and Granite token ID generation are separate failure modes." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Unrelated: Qwen config propagation vs auto_docstring import-time logging." + "reason": "Config propagation in Qwen3.5 and docstring import-time stdout noise are unrelated defects." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a cleanup/decoding behavior change and the other is a Deepseek tokenization correctness bug." + "reason": "These are different tokenizer regressions affecting different models and behaviors, not one shared code-path bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they are different examples with different failure modes." + "reason": "Both are broken examples, but they concern different documentation pages and different error types." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different subsystems: multimodal config defaults vs ModelOutput key assignment logic." + "reason": "One is multimodal config initialization, the other is ModelOutput key assignment; unrelated internals." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal model issues, but one is a missing processor method and the other is remote-code/meta-init compatibility." + "reason": "Both touch vision/multimodal loading, but one is a missing processor method and the other is a remote-code/meta-init incompatibility; not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors affecting different packages/models." + "reason": "Both are import errors, but they stem from different missing symbols and different packages/models." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Completely unrelated: Flash Attention on XLM-R vs MLflow reporting after failed training jobs." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting on failed training jobs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Different crash sites and causes: KV-cache tensor indexing vs annotations-related AttributeError in auto_docstring." + "reason": "A server KV-cache indexing crash and an auto_docstring annotations crash are separate subsystems with different fixes." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Unrelated training-job reporting bug vs model-loading regression for Llama 3.2 Vision." + "reason": "MLflow job-status reporting and Llama 3.2 model loading are unrelated issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and fixes: vitpose breakage vs Gemma 4 mm_token_type_ids defaults." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are different multimodal-model bugs." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are processor/tokenizer regressions, but the concrete breakage is different: cleanup behavior vs processor.tokenizer access/images passing." + "reason": "Both are v5 tokenizer/processor regressions, but one is token cleanup and the other is processor.tokenizer/image passing behavior." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regressions, but they are model-specific issues with different root causes and symptoms." + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec handling differs from clean_up_tokenization_spaces behavior." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Unrelated: position_ids buffer handling vs DeepSpeed optimizer stepping twice." + "reason": "Reading position_ids after buffer registration and double optimizer.step under deepspeed are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures." + "reason": "Different example scripts with different failures: empty multi-label outputs versus loading a local dataset." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Different bugs: MLflow reporting vs embeddings being reinitialized in post_init." + "reason": "MLflow reporting on failure and embedding reinitialization in post_init are unrelated bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated: dependency version bump vs leftover dummy classes in package exports." + "reason": "A dependency-version bump and leftover dummy-class cleanup are not the same issue." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained problems affecting different object types and outputs." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata; different artifacts and causes." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing submodule and the other is a missing PyTorch dependency." + "reason": "Missing submodule import and missing PyTorch dependency are different import-time failures." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen model configuration issues with different consequences." + "reason": "Tied-weights warning logic and missing _tp_plan for tensor parallelism are separate Qwen model issues." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "One is a code bug in SGD argument handling; the other is just a docs parameter mismatch." + "reason": "An optimizer implementation bug and a documentation typo are not the same underlying change." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both concern package surface/imports, but they are different namespace problems." + "reason": "A nonexistent image_utils import and leftover dummy classes leaking into dir(transformers) are different import-surface problems." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different technical areas: DSA indexer implementation vs Minimax attention numerical differences." + "reason": "The DSA indexer/ReLU discussion and Minimax numerical differences are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Different issues: FP8 accuracy vs processor save_pretrained file emission." + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are distinct bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata serialization and deepspeed double-step behavior do not share a concrete code path." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer-related, but one is a BPE marker handling bug and the other is a tokenizer loading issue." + "reason": "A specific tokenizer BPE-marker bug and a generic AutoTokenizer loading regression are different failures." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but they involve different objects and different missing outputs." + "reason": "Both involve saving, but one is FP8 MoE weights and the other is processor file export; not mergeable as one fix." } ] }, @@ -14801,217 +14840,217 @@ "issue:42907|issue:46050", "issue:44279|issue:46328", "issue:45381|issue:46305", - "issue:44261|issue:45092", - "issue:44483|issue:45406" + "issue:44483|issue:45406", + "issue:44261|issue:45092" ], - "prepared_review_unit_hash": "50d08cc11e0530099f77b06e5367a47946e3c4fece0d481d5db56b2c64adc3b7", + "prepared_review_unit_hash": "973baf1c28250ac64d0d0fd10ce17284eaa6e5f07606c92e94fd4589b44de977", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35671, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broadly about Transformers v5 regressions and compatibility issues, but the soft-edge pairs are mostly only superficially similar. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45092 is the clearest, most concrete representative of the cluster\u2019s recurring v5 compatibility/loading regressions: it has a specific failure mode, a defined affected class of checkpoints, and a likely actionable fix path.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regression and model-specific bug reports. The soft-similarity edges mostly reflect shared vocabulary (save/load, config, vision, tokenizer) rather than the same underlying defect, so none should be merged.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the broadest concrete regression in the set: non-persistent buffers being filled with junk in Transformers 5.0, which has clear system-level impact and best matches the cluster\u2019s common v5-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the strongest overall issue to keep as the representative triage item because it is specific, reproducible, and captures a high-impact regression pattern better than the more vague or narrowly scoped alternatives.", + "best_issue_reason": "issue:43644 is the strongest representative issue here because it describes a concrete, cross-cutting runtime regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different problems: Pegasus output regression vs AttentionInterface.register changing function behavior. Same broad version/regression theme, but not the same bug." + "reason": "Different failures: Pegasus output regression vs AttentionInterface.register behavior change." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Unrelated failures: category-cardinality RuntimeError vs attention registration behavior. No shared code-path evidence." + "reason": "Unrelated bugs: category-limit RuntimeError vs attention registration semantics." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Both involve config/init semantics, but one is default multimodal sub-config initialization and the other is non-persistent buffer serialization junk; too different to treat as duplicates." + "reason": "Config defaults when None is a different code path from junk non-persistent buffers." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different packages; likely separate dependency/version issues." + "reason": "Both are import errors, but for different symbols/modules and likely different dependency causes." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation discussion; the titles suggest different scope and impact." + "reason": "Docstring correction is not the same as a RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MOE from_pretrained error. Overlap is only around model I/O, not the same concrete failure." + "reason": "Tokenizer metadata mismatch on save_pretrained is distinct from Qwen3.5 from_pretrained/MoE loading failure." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Attention registration behavior change vs accuracy regression after upgrading Transformers. Different symptoms and likely different code paths." + "reason": "Behavior of a registered function is unrelated to an accuracy regression after upgrade." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is not the same as LlamaConfig rejecting explicit head_dim. Related config area, but distinct bugs." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size question. One is a serialization bug, the other is a size-limit behavior question." + "reason": "FP8 save_pretrained bug is not the same as the max_shard_size default question." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issue and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "Tokenizer loading failure and flash-attention generation failure are different bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output differences across versions vs FP8 inference failure on B200. Different subsystems and failure modes." + "reason": "Tokenization regression is unrelated to FP8 inference failure on B200." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split semantics vs remote-code checkpoint meta-initialization incompatibility. No concrete shared bug." + "reason": "GlmMoeDsaIndexer split behavior and remote-code meta-init incompatibility are different problems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Dataset-loading script failure is unrelated to LlamaConfig head_dim rejection." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation state update after sync_gpus vs cache length handling for quantized cache. Similar cache/generation area, but different behavior." + "reason": "Generation kwargs sync bug is not the same as cache max_length handling." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs bug and Kosmos2.5 OCR long-input index error are different code paths." + "reason": "Generation state update bug and Kosmos2.5 long-input index error are different code paths." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer vs processor.save_pretrained missing files. Both serialization-adjacent, but not the same bug." + "reason": "Reading a registered buffer and processor save_pretrained missing files are unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Vision encoder attribute error and MoonshineStreaming window-mask off-by-one are unrelated model-specific issues." + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking do not match." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure and missing chat template error are entirely different problems." + "reason": "FP8 inference on B200 is unrelated to missing chat template support." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not enough to merge." + "reason": "Both involve DSA indexer code, but one is torch.split return values and the other is a missing ReLU; not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different media processors and different off-by-one/padding bugs; only superficial similarity." + "reason": "Sliding-window off-by-one and video padding miscalculation are different defects." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer implementation bug vs docstring issue. No duplicate relationship." + "reason": "Indexer return values vs a wrong docstring are not the same underlying issue." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are unrelated." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issue and Qwen3.5 MOE from_pretrained error are separate model/runtime bugs." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are distinct." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different checkpoints and different failure modes: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys on save_pretrained." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Model memory overflow and broken documentation example are unrelated." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load of quantized models, but one is dequantized Ministrals/Devstrals serialization and the other is sinq model round-tripping; too different for duplicate triage." + "reason": "Dequantized save failure and sinq save/load breakage are both quantization-related but not the same concrete bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency complaint vs a performance problem in SequenceFeatureExtractor.pad; no shared underlying bug." + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming mask off-by-one are unrelated sequence-positioning problems." + "reason": "Wrong vision_position_ids and sliding-window masking are different model behaviors." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is different from remote-code checkpoint meta initialization incompatibility." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate serving failures." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Chat-completions request rejection in serve and Gemma4Processor missing _tokenizer are distinct serving/processor bugs." + "reason": "MLA q_a_layernorm precision issue is unrelated to InternVL2 meta-initialization incompatibility." } ] }, @@ -15117,220 +15156,220 @@ "issue:42907|issue:43937", "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "c85f9d90a89df609d832dd25afc406684a2c0f42791cadee3596d9b5407a8c50", + "prepared_review_unit_hash": "7c3ea2ff26ebbd5e576055db34f2e07eea06cd11e2006583fc3bbd58f212a976", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36352, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes unrelated tokenizer, import, model-loading, training, generation, and numerical-regression issues. None of the soft pairs looks like the same underlying bug/change, so all should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0'), so it is the least-specific anchor if one must pick a canonical issue.", + "summary": "Most candidates are only loosely related by broad subsystem (tokenizers/imports/model loading) rather than the same underlying bug. I rejected all soft edges as duplicates and selected the broad Transformers 5 regression issue as the best canonical issue for this mixed cluster.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression here: a version-upgrade breakage causing multiple import failures, which makes it a better umbrella canonical than the more narrowly scoped bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best triage anchor among these because it is the most general regression report; the rest are narrower and largely unrelated to one another.", + "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and best fits as a cluster anchor for widespread import/API breakage in the Transformers 5 transition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Import error for transformers.onnx vs XLMRoberta Flash Attention 2 behavior; different subsystem and symptom." + "reason": "Different problems: missing module import versus a Flash Attention 2 model-specific issue." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both involve training instability, but one is flash-attention-3 degeneracy and the other is NaNs after checkout/init; not the same bug path." + "reason": "Both concern model behavior, but one is FA3 training degeneration and the other is NaNs after checkout/init; not the same code path." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk on init is unrelated to MoonshineStreaming sliding-window off-by-one masking." + "reason": "Unrelated bugs: non-persistent buffer corruption versus a streaming mask off-by-one." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe model bug are different problems, not one underlying issue." + "reason": "Different models and failure modes: FP8 accuracy regression versus Qwen3-VL-Moe compatibility/loading issue." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they miss different symbols from different model families; no shared root cause is evident." + "reason": "Both are import errors, but they are for different missing symbols and likely different breakages." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "SAM3 type warning during instantiation vs SAM3 text-encoder weights not loading; different failure modes." + "reason": "Different SAM3 issues: wrong model type warning versus missing text encoder weights." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues are unrelated to Qwen3_5 infinite-loop behavior on a specific image." + "reason": "No shared underlying bug; FP8 accuracy and an infinite-loop image case are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure vs tokenizer adding an extra space after an added token; different code paths." + "reason": "Import error and tokenizer spacing behavior are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are both tokenizer bugs but not the same concrete behavior." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs special tokens)." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure is unrelated to wrong tokenizer decoder type serialization in v5." + "reason": "Offline cache loading and decoder-type mismatch are different tokenizer issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache-loading offline and quantized model saving are separate persistence issues." + "reason": "Tokenizer cache loading is unrelated to quantized model saving failure." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub is a dependency/API mismatch; 45278 is a broader transformers import-regression report." + "reason": "Both involve imports, but one is a specific huggingface_hub symbol issue and the other is broad Transformers 5 breakage." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 model-specific bug vs Sentence-Transformers loading hang; different symptoms and paths." + "reason": "Model Flash Attention support and Sentence Transformers loading hang are not the same bug." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring issue for position_ids." + "reason": "Attention-kernel divergence and a docstring typo are unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type warning vs memory overflow in sam3-litetext; different failures." + "reason": "Both mention SAM3, but one is a class mismatch warning and the other is a memory overflow; not mergeable as one fix." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation helper after sync_gpus and D-FINE auxiliary-loss behavior are unrelated subsystems." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling vs a version-wide tokenization change; similar area but not the same underlying bug." + "reason": "Both are tokenization-related, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization change." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads after checkout/init; not the same code path." + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug vs a broken documentation example for DIA; different artifact types." + "reason": "Video position IDs bug and a broken documentation example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a documentation example bug." + "reason": "Qwen3OmniMoe video-processing failure is unrelated to a DIA docs example." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence Transformers vs MacOS bus error on a CLIP model; different runtime failures." + "reason": "Sentence Transformers loading hang and MacOS bus error are different runtime failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Dequantized model saving and pipeline-parallelism output correctness are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env CLI and sentence-transformers import NameError are different issues." + "reason": "Broken env command and a sentence-transformers import NameError are different regressions." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered buffer position_ids and tokenizer_class metadata mismatch are unrelated serialization bugs." + "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration API warning is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." + "reason": "TF32 settings guidance and torch.split return handling in GLM-MoE are unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug vs failure to load cjvt/sleng-bert; different tokenizer/model-loading problems." + "reason": "Different tokenizer failures for different models; not the same underlying bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized saving failure and loading Phi-4-multimodal-instruct are separate model persistence/load issues." + "reason": "Quantized model saving failure and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression and pipeline-parallelism output corruption are unrelated." + "reason": "Python version compatibility and pipeline-parallel output corruption are not the same issue." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 tensor transpose/dtype bug and Minimax MSA numerical differences are different attention/model-path issues." + "reason": "Different models and different numerical discrepancies; not one shared bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are distinct failures." + "reason": "Quantized saving and invalid GenerationConfig are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Single missing AutoImageProcessor import vs broad import errors after upgrade; not the same concrete bug." + "reason": "Specific AutoImageProcessor import failure and broad import regressions overlap only at a high level, not the same underlying defect." } ] }, @@ -15417,8 +15456,8 @@ "issue:42907|issue:43452", "issue:44038|issue:44295", "issue:45216|issue:45478", - "issue:39401|issue:46614", "issue:22355|issue:29159", + "issue:39401|issue:46614", "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:43116|issue:45200", @@ -15433,208 +15472,208 @@ "issue:44188|issue:46328", "issue:43937|issue:44485" ], - "prepared_review_unit_hash": "ed3deab9cc0692ac1bcb15c9fe8142bb1823dd4ed537995335f5e4153cd0c274", + "prepared_review_unit_hash": "365ed03fd78b85f2e009f61feedcd4d2b83573d36826932c9d268a95c1234952", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35672, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts are mostly unrelated, spanning different models, APIs, and failure modes. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, actively discussed, and describes a concrete, reproducible API bug in a widely used path (`apply_chat_template`) with multimodal inputs.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft links are broad topical similarities (tokenizers, save/load, model-family bugs, docs), but none look like the same underlying defect or a PR that should be merged together.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated tokenizer, model-loading, training, packaging, and documentation bugs, and the soft edges are only thematic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue candidate because it is well-scoped, user-facing, and likely to attract/anchor related reports about the same chat-template behavior.", + "best_issue_reason": "If a representative anchor is needed, issue:43122 is the closest because it is a generic tokenizer-regression report, but it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different bugs in different model families: RoPE layer selection vs a tied-weights warning in Qwen3-Next." + "reason": "Different models and different problems: RoPE layer count vs tied-weights warning." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to stale `auto_mappings.py` config references and CI breakage." + "reason": "Both are import-related, but they fail in different places and involve different code paths." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping `None` handling is a different code path from `AutoProcessor.from_pretrained` kwarg forwarding." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor/cached_file kwargs handling; not the same defect." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong `offset_mapping` in Qwen3 tokenizer is not the same as zeroed assistant masks in multimodal chat templating." + "reason": "Both involve tokenization, but one is offset mapping for Qwen3 and the other is assistant mask generation for multimodal chat templates." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "`cached_file` kwargs forwarding and chat-template crashes with tool-call messages are separate failures." + "reason": "Different APIs and symptoms: cached_file kwargs forwarding vs chat template crashing on tool-call messages." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "`num_labels` propagation and flash-attention-3 training degeneration are unrelated regression types." + "reason": "Config propagation bug vs flash-attention training degeneration; unrelated code paths." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A discussion about DSA indexer activation is unrelated to GLM-5 RoPE implementation details." + "reason": "Completely unrelated: DSA indexer behavior vs GLM-5 RoPE implementation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Wrong SAM3 model-type warning and missing `fpn_position_embeddings` attribute are distinct SAM3-video issues." + "reason": "Same broad SAM 3 area, but one is a model-type warning and the other is a missing output attribute; not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version drift is a different problem from multimodal assistant-mask generation in chat templates." + "reason": "Tokenizer version regression vs multimodal chat-template assistant masks; only broad tokenizer-related similarity." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 bug and tokenizer save metadata mismatch are separate paths." + "reason": "Qwen3-VL-Moe regression vs tokenizer save_pretrained metadata mismatch; different failures." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "General tokenization differences across versions are not the same as `continue_final_message` handling for mistral_common tokenizers." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different APIs." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failures and GGUF/from_pretrained loading breakage are different serialization/loading bugs." + "reason": "Different model-loading/saving issues with no shared concrete code path." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe model behavior and `position_ids` buffer access are unrelated." + "reason": "Unrelated: model/version-specific Qwen3-VL-Moe issue vs position_ids buffer access bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is a save-pretrained regression and the other is a from-pretrained error; not the same concrete bug." + "reason": "Same model family and version context, but one is save_pretrained corruption and the other is from_pretrained failure; not clearly one bug." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Tokenizer offset mapping for Qwen3 is unrelated to stale phonemizer backend state in Wav2Vec2 phoneme tokenization." + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Missing `transformers.onnx` import and slow/fast tokenizer inconsistency are different issues." + "reason": "Both tokenizer bugs, but different tokenizer classes and different state handling." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "A Qwen3-VL-Moe issue does not match FP8 `save_pretrained` behavior for MoE models." + "reason": "Only a loose model-family overlap; save_pretrained FP8 issue is not the same as the Qwen3-VL-Moe regression." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Two separate missing-symbol import errors (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`)." + "reason": "Different missing symbols from transformers; same symptom type, different underlying issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty results in the example classification script and Gemma 4 `mm_token_type_ids` defaults are different bugs." + "reason": "Different example/training behaviors with no shared concrete failure mode." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenizer behavior drift across versions is unrelated to Deepseek v5 incorrect tokenization." + "reason": "Both are tokenizer regressions, but they concern different models and different tokenizer logic." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and code paths." + "reason": "Both are import errors, but they are for different symbols and likely different dependency/version problems." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training failure is not the same as multi-label example script returning empty outputs." + "reason": "Tensor parallel training bug vs example script returning empty classification results; unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Dtype mismatch in evaluation vs pipeline-parallel output corruption; different subsystems." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing module import and LayoutLMv3 error-message clarity are not the same bug." + "reason": "Completely unrelated issues: missing onnx module vs layoutlmv3 error-message clarity." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow in a torch extra install is unrelated to Python 3.14 load failures." + "reason": "Packaging/backend selection bug vs Python 3.14 load failure; different causes." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different model-specific failures." + "reason": "Different models and failures; only a broad multimodal-model similarity." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch and noisy import-time doc-lint output are not the same underlying issue." + "reason": "Docs/utility-related only at a high level; one is an API doc mismatch and the other is noisy import-time diagnostics." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "`torch.compile`-dependent attention divergence and `SequenceFeatureExtractor.pad` performance are unrelated." + "reason": "Entirely unrelated: torch.compile attention-kernel divergence vs feature extractor padding inefficiency." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate problems, not one duplicate bug." + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are different code paths and not the same bug." } ] }, @@ -15712,8 +15751,8 @@ "issue:42898|issue:46614", "issue:43066|issue:44779", "issue:43611|issue:46002", - "issue:43976|issue:45446", "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:44355|issue:46231", "issue:43116|issue:43493", "issue:42673|issue:45072", @@ -15737,20 +15776,20 @@ "issue:33453|issue:39401", "issue:43064|issue:43673" ], - "prepared_review_unit_hash": "39fa5fc3b249e95e1787a212d04ca47483c3121350098f6819bac0fbb32c1be5", + "prepared_review_unit_hash": "96b8e9d7cfc97f9360151816654f93c4117353b95567db6bba1cdcb283979388", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35744, + "serialized_chars": 35743, "estimated_input_tokens": 8936, "estimated_eval_tokens": 18128 }, @@ -15759,180 +15798,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are separate Transformers v5 regressions or model-specific bugs, not duplicates. No soft pair looks like the same concrete underlying issue/change, so all soft edges should be rejected.", - "confidence": 0.34, - "canonical_issue_reason": "If a representative issue is needed, issue 45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), but the cluster overall does not contain a true duplicate group.", + "summary": "The set is heterogeneous and does not form a single duplicate cluster. All soft-similarity pairs are false positives: they share broad themes like v5 regressions, tokenizers, or loading, but not the same concrete bug or code path.", + "confidence": 0.88, + "canonical_issue_reason": "If forced to choose one issue as the closest umbrella, issue:45278 is the broadest and most representative v5 regression report (many import errors after upgrade). That said, the overall set is too diverse to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the closest thing to a global representative because it is the most general regression report; however, it still only covers import errors and does not unify the rest of the cluster.", + "best_issue_reason": "issue:45278 is the best single issue to keep as the canonical tracker because it is broad, upgrade-focused, and likely to absorb related import-regression reports; the other issues are either narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing-symbol import error; the other is a broad report of many import errors after upgrade. Related theme, but not the same bug." + "reason": "Both concern imports after v5 upgrades, but one is a specific missing symbol while the other is a broad import-regression report; not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state. Different code paths and symptoms." + "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different tokenizer bugs with different code paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but one is about decoder type in v5 and the other is DeepSeek incorrect results. Too different to be duplicates." + "reason": "Both mention tokenizer regressions in v5, but one is about decoder type and the other about DeepSeek tokenization correctness; different defects." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix versus NaNs in classification heads. Not the same underlying problem." + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated problems." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Python-version compatibility issue vs a PyTorch import/version check in flex_attention. Different failure modes." + "reason": "Both involve Qwen3.x/Moe loading, but they target different model families and failure modes; not the same concrete issue." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both are Qwen3/Moe-related, but one is Qwen3-VL-Moe and the other is Qwen3.5 Moe from_pretrained. Not the same concrete bug." + "reason": "Python version support regression and a flex_attention import guard are unrelated." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-Python import/runtime errors versus a documentation parameter-name mismatch. Not duplicates." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification failure versus a SigLIP2 implementation discrepancy. Different components and symptoms." + "reason": "A classification example returning empty results and a SigLIP2 implementation discrepancy are separate issues." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM dataloader threads versus dtype mismatch in inference. Different issues." + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are different runtime problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained visual-key regression and the other is from_pretrained load failure. Not one bug." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key handling and the other is from_pretrained loading; different code paths." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug versus NaNs in classification heads. Different root causes." + "reason": "num_labels propagation and NaNs in classification heads are unrelated model issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API behavior guidance versus a missing image-processor method. No overlap in bug." + "reason": "TF32 behavior settings and a missing multimodal-token helper method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper bug versus flex_attention version check. Unrelated." + "reason": "Feature-extractor length math in qwen3_omni_moe and a PyTorch version check in flex_attention are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo processor size mismatch versus broken DIA documentation example. Different problems." + "reason": "Processor image-size mismatch and a broken documentation example are not the same underlying bug." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment bugs, but they affect different model outputs and code paths; too broad to merge." + "reason": "Both involve output fields, but they affect different model outputs and different attributes; too broad to merge." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing weight in UMT5Encoder loading versus AutoProcessor kwargs not forwarded. Different APIs." + "reason": "Missing embed_tokens.weight on load and kwargs not forwarded to cached_file are distinct loading issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD optimizer args ignored versus trainer.evaluate failing after train. Not the same bug." + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script behavior versus a pipeline() error message/doc mismatch. Different symptoms and fixes." + "reason": "Example script classification behavior and pipeline() error-message docs are different problems." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression versus an accuracy regression in a DeepSeek model. Too different to be duplicates." + "reason": "Tokenizer decoder-type regression and an accuracy regression on DeepSeek-R1 are not the same concrete defect." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention 2 feature support request for GPT2LMHeadModel versus a separate Flash Attention 2 issue. Not the same concrete code-path problem." + "reason": "FlashAttention 2 support for GPT2LMHeadModel is a feature request; the other is a separate Flash Attention bug report." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split indexing bug versus numerical differences in Minimax attention. Different issues." + "reason": "A torch.split return-value issue in one model is unrelated to numerical differences in a different attention implementation." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state versus apply_chat_template crash on empty input. No shared bug." + "reason": "A stale phonemizer backend and an empty-list chat-template crash are unrelated tokenizer/utility bugs." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale cache crash versus Swin2SR over-padding. Unrelated." + "reason": "A stale indexer-cache crash and image over-padding are different subsystems and failure modes." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for InternVL2 checkpoints versus Minimax MSA numerical mismatch. Different model paths." + "reason": "Meta-initialization incompatibility for remote-code checkpoints and Minimax attention numerical drift are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import/breakage issue versus Ministral-3 FlashAttention failure. Different subsystems." + "reason": "A vitpose import/breakage issue and a Ministral FlashAttention failure are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation still references removed pipeline() versus a PyTorch version check bug. Not duplicates." + "reason": "Docs still referencing pipeline() and a flex_attention import version-check bug are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer loading regression versus a specific offset_mapping bug in Qwen3 tokenizer. Related area only." + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping errors are both tokenizer-related but not the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP2/PEFT optimizer-state corruption versus missing GenerationMixin cache during chunked prefill. Different code paths." + "reason": "FSDP2 optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are unrelated training vs generation issues." } ] }, @@ -16036,214 +16075,208 @@ "issue:44877|issue:46231", "issue:42371|issue:44261" ], - "prepared_review_unit_hash": "12cc3301578552ca3613cf0268b3dcf450a672d977b77904b025790bf4f638e8", + "prepared_review_unit_hash": "1223dc637c36a7915d373144ff0eaf6ddbf754abb380b9d7cf8d22abc744639c", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36391, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of unrelated transformer bugs and regressions. The soft pairs are mostly same-subsystem but different concrete failures, so none are strong duplicate candidates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43122 is the broadest regression-style report in the set and the safest representative issue, but it is not a true duplicate hub for the rest.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports (tokenizers, model loading, generation, vision/video processors, config/version checks). The soft links are similarity-only and do not look like duplicates or mergeable PR-equivalents.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44117 is the broadest, most core-framework representative: it describes a general `from_pretrained`/token mapping assumption bug rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 has the most generic, version-regression framing and is the closest thing to a cluster representative among otherwise unrelated reports.", + "best_issue_reason": "issue:44117 is a good global representative because it targets a central loading path and has a clear, actionable failure mode affecting multiple tokenizer families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "One is a Qwen3ForCausalLM VRAM leak under multithreaded dataloading; the other is a tokenizer BPE-marker handling bug for Ministral. Different subsystem and failure mode." + "reason": "Both are tokenizer-related, but one is a VRAM leak in multi-threaded inference and the other is a BPE-marker handling bug; different code paths and symptoms." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Both touch generation behavior, but one is an invalid GenerationConfig error and the other is a stale warning about num_return_sequences in paged generate(). Not the same bug." + "reason": "GenerationConfig validation and a stale paged-generate warning are separate generation issues with different failure modes." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different model families and different code paths: GPT2 attention scaling under SDPA/FlashAttention versus Gemma4 bidirectional mask construction." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to Gemma4 using the wrong attention mask type." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Both involve tokenizer/processor state, but one is Kimi-K2.5 codec/fix_mistral_regex regression and the other is Wav2Vec2 phonemizer language state retention. Distinct bugs." + "reason": "These both mention tokenizer behavior, but one is a Kimi-K2.5 codec regression while the other is stale language backend state in Wav2Vec2 phonemization." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked prefill cache handling and SequenceFeatureExtractor.pad list conversion are unrelated; one is a generation correctness issue, the other a performance inefficiency." + "reason": "Chunked-prefill cache handling and a SequenceFeatureExtractor padding inefficiency are unrelated performance/behavior bugs." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to SmolVLM video padding calculation." + "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation are distinct issues in different subsystems." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage and empty-list apply_chat_template IndexError are unrelated failures in different parts of the stack." + "reason": "VitPose model breakage and empty-list `apply_chat_template` crashes are unrelated failures." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-loading bug; PretrainedConfig type checking in v5.4.0 is a separate validation regression." + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is a loading bug, while the other is config type checking in v5.4.0; different causes." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump to an unreleased PEFT version is unrelated to a PyTorch version check bug in flex_attention." + "reason": "A PEFT version bump issue and an AuxRequest PyTorch version check bug are unrelated dependency/version problems." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None during from_pretrained is a mapping/registry issue; flash_attention.py s_aux=None crash is an attention integration bug." + "reason": "Tokenizer mapping `None` handling and flash_attention crash on `s_aux=None` affect different APIs and code paths." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights differs by device; NaNs in classification heads after checkout/init is a separate training/initialization problem." + "reason": "Serialization of tied weights depends on device; NaNs in classification heads after checkout/init are a different model-state bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is missing projections in qwen3next layer 0 and the other is a from_pretrained load error. Not the same concrete defect." + "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue; Qwen3.5 from_pretrained error is a separate loading regression." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping errors and Deepseek tokenizer regressions are both tokenization issues but clearly distinct models and behaviors." + "reason": "Both are tokenizer regressions, but one is Qwen3 offset mapping and the other is Deepseek tokenization output changes; not the same bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation problems are different code paths and symptoms." + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are different generation-path problems." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad inefficiency are unrelated; one is correctness, the other performance." + "reason": "A testing_utils bug and a padding performance issue are not the same defect." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and AutoProcessor crashing without torchvision are different video-processing issues." + "reason": "Video processor batch-shape bug and AutoProcessor crash without torchvision are related to video tooling but are distinct failure modes." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both involve testing utilities, but one is a generic bug in testing_utils.py and the other is an xdist race on captured_info.txt. Different concrete problems." + "reason": "Both touch testing utilities, but one is a generic bug and the other is a pytest-xdist race on a specific file; not duplicate." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated model/backends and do not share the same fix." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are different problems in different paths." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking regression and stale model.config.dtype after from_config are separate configuration issues." + "reason": "Type-checking regression for `PretrainedConfig` and stale `model.config.dtype` after `from_config` are separate config issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Registry None handling during from_pretrained and a Mistral regex patch crash are different failure points in tokenizer loading." + "reason": "Tokenizer mapping `None` handling and `_patch_mistral_regex` backend attribute crash are both loading-time tokenizer bugs, but they occur in different functions with different root causes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Missing layer_type_validation import and missing AutoImageProcessor import are both import errors but in unrelated modules." + "reason": "Import errors for two different symbols (`layer_type_validation` vs `AutoImageProcessor`) are unrelated API breakages." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A sam3_video/sam3_tracker type warning is not the same as the facebook/MobileLLM-125M key error when loading." + "reason": "A sam3_video/sam3_tracker type mismatch warning and a key error while loading MobileLLM-125M are different model-loading issues." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different tokenization regression versus a noisy logging message; no shared bug or code path." + "reason": "Tokenization changes across versions and a noisy logging message do not describe the same underlying bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Failure to run 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "Failure to run `3d_parallel.py` and a testing_utils bug are unrelated." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5-35B chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor padding inefficiency are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend mapping ValueError for tensorflow_text are different problems." + "reason": "VitPose model breakage and backend registration error for `tensorflow_text` are separate subsystem issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size documentation/behavior question is unrelated to the Qwen3.5 Moe from_pretrained error." + "reason": "max_shard_size default question and Qwen3.5 from_pretrained regression are not duplicates." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "granite_speech strict config loading and a set_training doc parameter-name mismatch are unrelated." + "reason": "A strict config loader issue for `granite_speech` and a doc typo in `set_training()` are not the same bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior API settings and MLA q_a_layernorm rms_norm_eps precision error are unrelated." - }, - { - "left": "issue:45561", - "right": "issue:46752", - "accept": false, - "reason": "xdist captured_info.txt race and empty-list apply_chat_template IndexError are different bugs in different subsystems." + "reason": "TF32 settings API guidance and an MLA q_a_layernorm epsilon precision issue are unrelated." } ] }, @@ -16335,8 +16368,8 @@ "issue:45071|issue:45542", "issue:44483|issue:45464", "issue:44484|issue:45478", - "issue:43874|issue:44261", "issue:44263|issue:46172", + "issue:43874|issue:44261", "issue:44360|issue:46172", "issue:27957|issue:43352", "issue:43931|issue:44038", @@ -16347,14 +16380,14 @@ "issue:43986|issue:45341", "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "a3f61105b700e4cdeb16d2469178d3b99f64a15ddbff08ac91f3d677443a2182", + "prepared_review_unit_hash": "fbbd07c8f4b71f86c35b2b3e1ad4cdde078068043a927aa9bc74ff25a2dd0d8c", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, @@ -16369,192 +16402,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers regression reports, mostly around unrelated model-loading, tokenizer, and API-breaking issues. None of the soft-paired artifacts look like the same concrete bug, so all soft edges are rejected. The best representative issue is the broad v5 import/regression umbrella.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: generic import breakages after upgrading versions, which best matches the cluster\u2019s overall regression-heavy theme.", + "summary": "This cluster is highly heterogeneous: most items are distinct regression reports across imports, tokenization, model loading, attention, and training behavior. A few pairs are superficially similar, but I would not merge them as duplicates without stronger code-path evidence.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set\u2019s repeated version-upgrade regression theme, especially import failures after upgrading Transformers; it is still only a partial fit because the cluster spans many unrelated bug classes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative global issue because it is broad, version-regression oriented, and closer to the cluster\u2019s common failure mode than the many highly specific model bugs.", + "best_issue_reason": "issue:45278 is the most generally representative issue among these mixed regression reports, but the overall set is too diverse to treat as one tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different failures and code paths: GLM-5 generation config validation vs model config recognition for Olmo-Hybrid." + "reason": "Different failure classes: invalid GenerationConfig vs unrecognized model/model_type missing." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug is unrelated to FP8 inference failure on B200 GPUs." + "reason": "Tokenizer offset_mapping bug and FP8 inference failure are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 variants, but one is missing projections in a layer and the other is a from_pretrained loading error." + "reason": "Missing Qwen3Next projections and a Qwen3.5-Moe from_pretrained error are distinct bugs." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration guidance and trust_remote_code cache FileNotFoundError are unrelated issues." + "reason": "TF32 settings warning is unrelated to a cache FileNotFoundError." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical-difference reports, but they involve different models/modules and distinct root causes." + "reason": "Both are numerical issues, but they involve different models and different attention/layernorm code paths." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model families and different training bugs; the shared \u201ctraining loss\u201d wording is not enough." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are not the same bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing image_utils import, the other is a broad upgrade-wide import regression report." + "reason": "Both are import-related, but one is a missing symbol and the other is a broad upgrade regression; not the same concrete issue." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for configuration_utils has nothing to do with the _torch_extract_fbank_features issue." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both are optimizer-related, but one is ignored SGD args and the other is double optimizer steps under deepspeed." + "reason": "Ignored SGD args and double optimizer steps under deepspeed are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior changes, but the symptoms and likely root causes are different." + "reason": "Both concern tokenizer behavior in v5, but the reported symptoms and likely code paths are different enough to keep separate." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GlmMoeDsaIndexer split-return bug and GLM-5 RoPE implementation are separate components." + "reason": "torch.split return values and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position_id key errors are different regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position_id keys are different problems." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family, but one is a weight-shape mismatch and the other is missing attention projections." + "reason": "Weight-shape mismatch in Qwen3-VL-30B and missing projections in qwen3next are different architecture issues." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing_utils bug are unrelated." + "reason": "Generation cache during chunked_prefill is unrelated to a testing_utils bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are different breakages." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking breakage are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend errors are unrelated." + "reason": "vitpose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig typing regression does not match the TensorFlow backend import issue." + "reason": "Type-checking regression and undefined tf backend error are different bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Chat/completions request rejection and Qwen3.5 streaming failure are distinct API/model-path problems." + "reason": "Both hit chat/completions, but one is a general request rejection and the other is a model-specific streaming failure." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE loading failure." + "reason": "max_shard_size default behavior is unrelated to the Qwen3.5-Moe from_pretrained error." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Missing image patch count helper and MLA layernorm epsilon are different multimodal model bugs." + "reason": "GlmMoeDsaIndexer split semantics and deepseek-v4 transpose behavior are unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and deepseek-v4 tensor transpose are separate code paths." + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are different bugs." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 transpose issue." + "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose logic are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both concern Flash Attention 2, but they are different model-specific support limitations." + "reason": "Flash Attention 2 support issues for different models are not enough to treat as the same concrete bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe from_pretrained failure are not the same bug." + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe load failure are distinct model-loading issues." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype behavior, but one is a warning during compilation and the other is incorrect dtype after loading Blip2." + "reason": "bf16 compilation warning and BLIP2 dtype mismatch are separate precision/dtype bugs." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral FlashAttention failure and degenerate training with flash_attention_3 are different issues and code paths." + "reason": "Both mention flash attention, but they affect different models and different failure modes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "An API removal warning and gguf_file loading failures are unrelated." + "reason": "Removed tie_embeddings support and gguf_file breakage are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug do not describe the same underlying defect." + "reason": "Unsafe sys.modules access and a testing_utils bug do not describe the same issue." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crashing without torchvision and a testing_utils bug are unrelated." + "reason": "AutoProcessor/video-model import crash without torchvision is unrelated to testing_utils." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model internals." + "reason": "LayerNorm epsilon precision and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and cache loading FileNotFoundError are not the same bug." } ] }, @@ -16656,202 +16695,202 @@ "issue:44704|issue:45103", "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "2f918ec9ce39aa1e34912192571527e1fcde5eae6e26f5d7fcd9129202b3eb5d", + "prepared_review_unit_hash": "f71c1e78177e7c732f27087afa92819df810e5f0df32530785d855879cf0bca2", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35332, - "estimated_input_tokens": 8833, - "estimated_eval_tokens": 17922 + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: most items are distinct Transformers bugs or regressions, and the soft pairs are mostly same-subsystem lookalikes rather than true duplicates. I would not merge any of the proposed soft edges.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 44117 is the cleanest representative: it describes a concrete upstream loading failure in from_pretrained/tokenizer mapping logic, which is more canonical than the model-specific or one-off reports in this set.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, training bugs, processor issues, and logging/test problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are not a duplicate set; they cover many unrelated failure modes and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "44117 is the most actionable and broadly representative issue in the cluster; it has a clear root-cause shape and is the closest thing here to a reusable duplicate anchor.", + "best_issue_reason": "No global best issue is a strong representative here; the cluster is too mixed for one issue to credibly summarize the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: an image-triggered Qwen3_5 loop vs a Trainer import/uninstall-datasets issue." + "reason": "Different failures: Qwen3_5 infinite-loop behavior vs a Trainer import problem involving datasets." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve loading, but one is a tokenizer mapping None bug and the other is a specific model-loading failure; no clear same root cause." + "reason": "Tokenizer mapping None handling is unrelated to a model-loading failure for physical-intelligence/fast." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "GLM46V image processor missing method vs a torch.split indexing bug; different code paths." + "reason": "Same GLM naming family, but one is an image-processor method gap and the other is a tensor split/indexer issue." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model families and different failures; not the same bug." + "reason": "Both involve DeepSeek models, but the bugs are different code paths: native implementation divergence vs a dtype/transpose issue." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs a testing_utils bug; unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing utility bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked-prefill cache bug vs MaskGenerationPipeline final-batch handling; different subsystems and failure modes." + "reason": "Chunked-prefill cache initialization and partial-batch mask pipeline behavior are distinct problems." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "API removal in tie_embeddings_and_encoder_decoder vs flash_attention crash on s_aux=None; unrelated." + "reason": "A removed config field is unrelated to a flash-attention crash on sink-less models." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but for different symbols and different modules; not the same underlying issue." + "reason": "Both are import errors, but for different symbols and modules; not the same bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Same broad Qwen family, but one is a transformers 5.0 bug and the other is missing layer projections; distinct concrete problems." + "reason": "Both mention Qwen, but one is a Transformers 5.0 compatibility issue and the other is missing projections in qwen3next." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both Qwen3-family config/model issues, but one is missing projections and the other is a missing config field; not one bug." + "reason": "Different model/config fields and different symptoms; not one underlying defect." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers vs a Florence2 training-loss shift bug; unrelated." + "reason": "xLSTM training blockers and a Florence2 loss-shift bug are unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; different fixes." + "reason": "Optimizer-state corruption with FSDP2/PEFT is a different bug from Liger Kernel not applying under model_init." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Video AutoProcessor without torchvision vs a mistral_common import crash; unrelated." + "reason": "A missing torchvision dependency path is unrelated to a mistral_common import breakage." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed tie_embeddings API vs quantized save/load corruption; different code paths." + "reason": "A removed embedding-tie config is unrelated to save/load breakage for a quantized model." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video processor import crash vs max_shard_size default question; unrelated." + "reason": "AutoProcessor video-model loading and max_shard_size default behavior are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor reports, but padding math and num_frames semantics are distinct bugs." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in tests vs a noisy logging message; not duplicates." + "reason": "Missing set_seed in a test file is unrelated to a noisy logging message." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek-V4 tensor transform bug vs a downstream accuracy regression report; no direct same-root-cause evidence." + "reason": "A DeepSeek-V4 tensor operation bug is not the same as an accuracy regression after upgrading Transformers." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both import-name errors, but for different missing exports and different failure contexts." + "reason": "Both are import errors, but they concern different exported names and different failure sites." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Logging noise vs apply_chat_template empty-list crash; unrelated." + "reason": "Logging noise and an empty-list chat-template crash are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken keyword collision vs tokenizer mapping None; both tokenizer-related but different failures." + "reason": "AddedToken keyword duplication is a tokenizer-construction bug, not the TOKENIZER_MAPPING_NAMES None issue." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal in model config vs quantization offloading behavior; different issues." + "reason": "Config-field removal and quantization/offloading behavior are different problems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch precision warning during bf16 compilation vs TimesFM window_size AttributeError; unrelated." + "reason": "A precision warning from bfloat16 compilation is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None bug vs DiffusionGemma pipeline failure; different code paths." + "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still making requests vs missing embed_tokens.weight on load; unrelated loading bugs." + "reason": "Both are loading-related, but local_files_only network leakage and a missing embed_tokens weight are different bugs." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate-after-train regression vs import failure until datasets is removed; not the same bug." + "reason": "Trainer.evaluate failing after train is unrelated to failing to import Trainer because of datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation bug vs auto_docstring failure under future annotations; unrelated." + "reason": "Passing kwargs to cached_file and an auto-docstring crash under future annotations are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored in backends vs cache lazy-init recompilation; distinct problems." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and chunked-prefill recompilation are different code-path issues." } ] }, @@ -16957,220 +16996,220 @@ "issue:44038|issue:44230", "issue:43756|issue:44485" ], - "prepared_review_unit_hash": "c35b10bfd5205f636e10f508fcafb7860444d310c9295990c277a712a7c236f4", + "prepared_review_unit_hash": "478d79b1f06c7efb40e801cc4d04089dd4cf9219ffc2e6ae4d371f747bf62602", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36743, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues; none of the soft-edge pairs look like true duplicates. Most are different models, different code paths, or warning-vs-crash variants rather than the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "No strong duplicate center emerges; if one issue must anchor the cluster, issue 36683 is the highest-signal concrete runtime failure and has the most discussion.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues; the soft-similarity pairs are broad matches, not true duplicates. I found no PRs, and no pair is close enough to merge as the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43502 is the cleanest anchor: a concrete, user-facing bug with a narrow symptom ('local_files_only=True' still triggers network calls) and an obvious reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the best stand-in because it is a clear, user-facing crash with broad relevance and substantial conversation, unlike the many narrowly scoped reports here.", + "best_issue_reason": "issue:43502 is the best representative issue overall because it is specific, actionable, and clearly scoped; it is more triage-friendly than the more model- or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different failure modes: Python 3.14 import/load failure vs an invalid backend mapping for tensorflow_text." + "reason": "Different failures: Python 3.14 import/load breakage vs invalid backend mapping for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Both are import/loading-related, but one is missing torchvision handling and the other is a tokenizer mapping None bug; not the same code path." + "reason": "Different code paths: AutoProcessor video-model import crash vs tokenizer mapping returning None in from_pretrained." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different serialization paths." + "reason": "Both concern saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; not the same bug." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model saving failure vs an infinite generation loop on a specific image are unrelated." + "reason": "Completely different symptoms: save failure vs Qwen3_5 infinite generation loop on a specific image." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error-message behavior in pipeline() is unrelated to save_pretrained() pipeline object persistence." + "reason": "Different functionality: pipeline task-support error message vs inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compilation is not the same as a torch.compile SDPA failure on a specific model." + "reason": "Different problems: a warning emitted during compile vs a Bamba SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is about dummy class cleanup/export leaks; right is about a noisy log message." + "reason": "One is leftover dummy classes leaking into imports/checks; the other is a noisy logging message." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba torch.compile/SDPA behavior." + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba SDPA/torch.compile failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but one is a bfloat16 compile warning and the other is a tie_word_embeddings config warning." + "reason": "Both mention warnings, but about unrelated causes: bfloat16 compile warning vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default in save_pretrained()." + "reason": "Different area entirely: missing embed_tokens weight in UMT5 loading vs save_pretrained shard-size question." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for a model is unrelated to a Python version compatibility regression." + "reason": "Nemotron Flash Attention support vs a Python version compatibility problem; unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention/backend issues: model not supporting FA2 vs GPT2 scaling ignored under SDPA/FlashAttention." + "reason": "Different attention-related issues: unsupported Flash Attention 2.0 vs GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type regression is not the same as an isolated reproduction of another issue." + "reason": "One is a tokenizer decoder type regression; the other is an isolated reproduction of a separate issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 model breakage and a deepseek matmul/transpose bug are different model-specific problems." + "reason": "Different model families and failures: ESM2 breakage vs a DeepSeek dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config flag behavior is unrelated to a noisy logging message." + "reason": "Removed config attribute warning vs generic noisy logging; not the same defect." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored is distinct from AttentionInterface.register changing function behavior." + "reason": "Attention scaling ignored in GPT2 vs registered function behavior changing in AttentionInterface.register." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case is unrelated to importing Trainer conflicting with datasets." + "reason": "Whisper empty transcription failure vs importing Trainer being affected by datasets installation." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to a Trainer import conflict." + "reason": "PatchTSMixer post_init validation vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different directions and likely different bugs." + "reason": "Related to MoE and fp8, but one is save_pretrained and the other is from_pretrained; distinct code paths and symptoms." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size crash is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; no real overlap." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling under backend kernels is unrelated to zero-loss behavior for single-label classification." + "reason": "GPT2 attention scaling bug vs degenerate zero-loss classification behavior; unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow extra/backend packaging is unrelated to the datasets/Trainer import conflict." + "reason": "Packaging/backend-selection issue vs Trainer import conflict with datasets; not the same root cause." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different packages." + "reason": "Different import errors from different packages/classes: is_offline_mode vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling behavior." + "reason": "Distributed training optimizer-state bug vs attention scaling behavior; unrelated." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path trailing-slash warning is unrelated to a bfloat16 compile warning." + "reason": "Local-path slash warning vs bfloat16 compile warning; different subsystems and symptoms." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems." + "reason": "xLSTM training blockers vs BeitImageProcessorFast reduce_labels bug; unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions request handling is different from a batched apply_chat_template crash." + "reason": "OpenAI-style chat/completions API rejection vs batched apply_chat_template crash; different interfaces and failures." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under backend kernels." + "reason": "CLIPOutput attentions missing vs GPT2 attention scaling ignored; not the same bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils symbol import and local_files_only network leakage are different bugs." + "reason": "ImportError for layer_type_validation vs local_files_only network requests; different failure modes." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe support issues here are about different model variants and different failure points." + "reason": "Different Qwen/MoE issues: generic 5.0 breakage for Qwen3-VL-Moe vs fp8 inference support." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and GLM-5 RoPE implementation questions are model-specific and not the same bug." + "reason": "RoPE layer-count mismatch in Smollm3 vs GLM-5 RoPE implementation discussion; not the same concrete change." } ] }, @@ -17279,238 +17318,238 @@ "issue:43867|issue:45375", "issue:42890|issue:45561" ], - "prepared_review_unit_hash": "73b75afd55ce0ea8c3a48f22f0fe545d2a4790eace9eb3b74c92d742e486fab4", + "prepared_review_unit_hash": "51eaa8e35d89e86f2e489c91f27010224c351b4757f75e13d3fee9df3839e7bc", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37588, - "estimated_input_tokens": 9397, - "estimated_eval_tokens": 19050 + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of unrelated bugs and regressions. The soft pairs mostly share only broad themes like import/load failures or model-specific regressions, not the same concrete underlying defect, so no pair should be merged.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (general import failures after an upgrade), so it is the least narrow representative if one issue must anchor the cluster.", + "summary": "This cluster is mostly heterogeneous regression/issues across different models, APIs, and runtime environments. None of the soft pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here ('many import errors after update') and is the closest thing to a generic regression tracker, though it is not a true duplicate center for the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest thing to a cluster anchor because it describes a wide regression class rather than a model-specific symptom, but the cluster overall is not cohesive.", + "best_issue_reason": "issue:45278 is the most broadly framed issue, making it the least specific candidate to stand in for a mixed cluster; however, the items are too unrelated for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both concern saving, but one is quantized model saving and the other is Pipeline.save_pretrained; different failure modes and code paths." + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline serialization; different objects and failure modes." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both touch CLIP v5 regression behavior, but one is missing attentions and the other is missing hidden_states; same subsystem, not clearly the same bug." + "reason": "Both are CLIP/v5 regression reports, but one is about attentions being missing and the other about hidden_states being None; separate output-path bugs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different problems: Qwen3VL MoE loading versus a generic sorted-state_dict load error." + "reason": "Both are model-loading failures, but they point to different symptoms and likely different serialization/code-path issues." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependency breakages." + "reason": "Both are import errors, but one is GenerationMixin and the other is is_offline_mode from huggingface_hub; unrelated dependency breakages." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation versus importing Trainer being blocked by datasets." + "reason": "Qwen config propagation and Trainer import conflict are unrelated; they do not share a concrete bug or fix." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but one is embedding resize propagation and the other is attention-mask behavior; not the same underlying bug." + "reason": "Same model family, but one is embedding resizing and the other is attention-mask construction; distinct code paths." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "One is about running compiled Python files, the other about import-time docstring lint output." + "reason": "Compiled-file import errors and import-time docstring lint output are unrelated problems." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model-specific errors: Flash Attention support versus invalid GenerationConfig." + "reason": "Flash Attention support gating and invalid GenerationConfig validation are different model/runtime issues." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "Completely different areas: chat/completions request validation versus SAM3 memory overflow." + "reason": "Chat/completions request handling and SAM LiteText memory overflow are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different model configs and different missing attributes; only superficial AttributeError similarity." + "reason": "Missing Gemma3 vocab_size and missing SAM3 vision output attribute are separate model-specific attribute bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure affect different flows." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline save_pretrained failure." + "reason": "One is a docs/behavior mismatch for TextClassificationPipeline; the other is a save_pretrained serialization issue." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve load/save regressions, but one is sorted state_dict loading and the other is checkpoint saving correctness for Qwen3.5." + "reason": "Both concern loading/saving checkpoints, but one is a sorted state_dict load error and the other is incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility issues, but they are different version bounds and different failures." + "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Unrelated: Gemma3 vocab_size missing versus SGD optimizer args not being used." + "reason": "A missing config field and an optimizer-argument bug are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma/Qwen model bugs; no shared concrete code-path." + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are distinct issues." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Llama/Gemma-style config issues, but one is attention masking and the other is head_dim validation." + "reason": "Both are Gemma4 config/behavior issues, but one is attention masking and the other is head_dim validation; not the same bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different models: CLIP output fields versus Qwen3.5 checkpoint saving." + "reason": "Different regressions: missing attentions vs incorrect checkpoint saving." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs are unrelated to VideoPrism output wiring." + "reason": "xLSTM training blockers and VideoPrism output wiring are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing attributes in different configs; same error class only superficially." + "reason": "Different config attribute omissions for different model families." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config-related, but the missing fields and affected models are different." + "reason": "One missing attribute is vocab_size; the other is num_labels propagation. Similar pattern, but not the same concrete bug." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate decoder_attention_mask error is unrelated to tensor-parallel training bugs." + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve from_pretrained, but they affect different models and different missing/invalid state handling." + "reason": "Both involve from_pretrained loading, but they affect different models with different missing-weight behavior." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "Distributed optimizer-state bug and cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration is unrelated to broad import errors after upgrade." + "reason": "Cache update no_grad behavior and broad import failures are different classes of bug." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling is unrelated to importing Trainer." + "reason": "SGD arguments ignored and Trainer import failure are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs are unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Scheduler kwargs bug and Qwen3.5 variable-length position_ids failure are unrelated." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generation error and tokenizer-loading regression are different failures." + "reason": "Bart generate() UnboundLocalError and tokenizer-loading regression are different failures." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are different compatibility issues." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are separate compatibility issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time problems, but one is compiled-file execution and the other is a torch.jit/script parsing issue." + "reason": "Compiled-file import errors and Python 3.13 JIT parsing failure are unrelated runtime/import bugs." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Generic load error and Gemma pipeline roundtrip failure are not the same bug." + "reason": "A load-model state_dict sorting problem and a Gemma pipeline roundtrip issue are different serialization flows." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config attribute missing is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Missing config field and FSDP2/PEFT optimizer state corruption are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both are config/load regressions, but they concern different models and different missing fields." + "reason": "Generic load-model error and missing Qwen3_5MoeVisionConfig field are distinct schema/serialization bugs." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "One is test flakiness from missing set_seed in a model integration test; the other is an xdist race in patched testing utils." + "reason": "Both touch test infrastructure, but one is flaky seeding in a model test and the other is an xdist race on a captured-info file." } ] }, @@ -17618,20 +17657,20 @@ "issue:43502|issue:44222", "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "d20a5b5d62049028d8d73c38649b249ce1599735b65559dca9f63885923681f1", + "prepared_review_unit_hash": "d15b6cf886fd389c3ea01a4a79e20398e9e388a842e411c19ac98dee6a49bdc0", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37183, + "serialized_chars": 37181, "estimated_input_tokens": 9296, "estimated_eval_tokens": 18848 }, @@ -17640,220 +17679,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are false-positive similarity links across unrelated import errors, tokenizer/model regressions, training/test flakiness, and model-specific issues. Only the Qwen3.5 MoE tensor-parallel pair looks plausibly like the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue is safe here; the items span unrelated code paths and models, with only a narrow Qwen3.5 MoE subset showing real overlap.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No global best issue for the whole cluster. If anything, issue 45125 is the most concrete root-cause report, but it only fits a small subset of the items.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated import, tokenizer, tensor-parallel, caching, and model-specific regression reports. No PRs are present; all soft pairs should be rejected.", + "confidence": 0.28, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; if forced, issue 43502 is the broadest user-facing loader/cache regression, but it does not unify the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best single issue to keep as a representative, concrete regression report about offline/loading behavior, but it should not absorb the other disparate bugs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Different scopes: a cache/no_grad code fix vs a broad complaint that many models break in v5." + "reason": "Both mention regressions after v5, but one is about cache/update no_grad semantics and the other is a vague broad-breaking-models report; not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import performance, but one is a specific import-star cleanup and the other is a generic slow-import report." + "reason": "Import-star cleanup causing startup cost and intermittent import slowness are related only broadly; they are different performance complaints with different fixes." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both touch tensor parallelism, but one is a generic training bug and the other is an OOM on loading a specific model." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is OOM on loading a specific model; not the same concrete failure path." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Unrelated problems: cache update gradients vs Python version compatibility." + "reason": "Decorating cache updates with no_grad is unrelated to the Python version compatibility problem." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model/code paths; one is CLIP output fields, the other is a patchtsmixer init restriction." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated model/API issues." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different models and appear to have different causes." + "reason": "Missing UMT5 embed weights and Qwen3.5 Moe from_pretrained failures are different model-loading bugs." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Serialization/loading bug vs save_pretrained key mismatch; not the same concrete defect." + "reason": "A state_dict sorting load error and incorrect visual encoder keys are distinct checkpoint-loading regressions." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Completely unrelated: missing PyTorch import vs tokenizer-loading regression." + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated import/runtime issues." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Same broad CLIP area, but one is an output attribute issue and the other is a structural model API change." + "reason": "Both involve CLIP, but one is about attentions output and the other is a structural API inconsistency; not the same underlying change." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different subsystems and symptoms: DSA indexer issue vs DeepSeek MoE implementation divergence." + "reason": "A DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness in SAM HQ is unrelated to a Phi-4 multimodal load failure." + "reason": "Seed-related flaky tests and a Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but they are different tests with different failure mechanisms." + "reason": "Test nondeterminism from missing set_seed is unrelated to the stale device override CI failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding issue vs stale auto-mapping references; not the same bug." + "reason": "Tokenization test seeding issues do not match removed Sam3LiteText config references in auto_mappings." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer behavior change vs video processor frame-count semantics; unrelated." + "reason": "Tokenizer-space cleanup behavior and video num_frames semantics are separate behavior changes." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Network access despite local_files_only is unrelated to AddedToken argument duplication." + "reason": "Offline API-request leakage and AddedToken keyword collision are unrelated loader/tokenizer bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash in serve vs cache FileNotFoundError for trust_remote_code; different paths." + "reason": "KV-cache continuation indexing in serve and trust_remote_code cache FileNotFoundError are different code paths." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer-loading regression vs broad checkpoint reload regression after upgrade; too broad to merge." + "reason": "Tokenizer loading regression in v5 and checkpoint reload-after-upgrade failures are both load-related but not the same bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained issue and missing tensor-parallel plan are different bugs." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate model serialization vs parallelism issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Quantization memory regression vs checkpoint reload incompatibility; not the same defect." + "reason": "Int4 quantization memory regression and reload failure after upgrade are different problems." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different import/load failures affecting different symbols and code paths." + "reason": "A missing import/export for Qwen2_5_VL and a cache FileNotFoundError are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Network-request bug vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "local_files_only API leakage is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Image patch-count helper missing vs trust_remote_code cache loading failure; distinct issues." + "reason": "Missing image-processor method and trust_remote_code cache lookup failure are distinct issues." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env CLI vs AttentionInterface behavior change; different features and failure modes." + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated CLI/API regressions." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update gradient handling vs dummy Conv2d in Sam3PixelDecoder; unrelated." + "reason": "no_grad decoration for cache updates and a dummy Conv2d in Sam3PixelDecoder are not the same bug." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE regression around tensor-parallel/from_pretrained behavior, and a single fix could plausibly address both." + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is specifically missing _tp_plan and the other is a broader from_pretrained error; not enough evidence to merge." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs vs tokenizer loading regression; no shared code path." + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs model-filter slowdown after upgrade; unrelated." + "reason": "Compiled Python file errors and post-upgrade data filtering slowdown are different symptoms and fixes." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different missing exports and likely different root causes." + "reason": "Different missing public imports from transformers; both are ImportErrors, but not the same symbol/path regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5-related config, but one is tensor-parallel planning and the other is a missing vision config field." + "reason": "Missing tensor-parallel plan and missing vision config field are unrelated Qwen3.5 issues." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor frame semantics vs missing vision backend image-processor handling; different bugs." + "reason": "Video processor num_frames semantics and AutoProcessor backend-missing image-processor handling are different multimodal issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other about post-sync_gpus kwargs updates." + "reason": "Cache update no_grad decoration and generation kwargs update after sync_gpus are different generation-path bugs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only networking bug vs FP8 save_pretrained issue; unrelated." + "reason": "Offline loading/API request leakage and FP8 save_pretrained behavior are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful overlap; one is an API/networking bug, the other is unrelated." + "reason": "A concrete loading bug and a non-descriptive unrelated issue title do not indicate the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well-grounded in the packet: the items are broadly heterogeneous, and the only clearly plausible same-bug link is the Qwen3.5 MoE tensor-parallel/from_pretrained pair (45125, 45478). The other soft-edge rejections are conservative and align with the issue titles 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 }, @@ -17955,238 +17991,238 @@ "issue:44393|issue:45753", "issue:43576|issue:44556" ], - "prepared_review_unit_hash": "ef33d5193e67a47f668e9091a43dc7e4ec81f7dafbc43b3419b4ad8e4057a3ac", + "prepared_review_unit_hash": "ade34ac0ce8f78d0374bcd0a979a044170311391b43eb8f408697076a1340f9a", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 36921, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of mostly unrelated Transformers issues: loading/import regressions, model-specific bugs, API/export breaks, and documentation problems. None of the soft pairs look safe to collapse into a single duplicate, especially for PR-style strictness.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 33453 is the cleanest concrete regression report in the set and is easier to triage than the very broad or vague titles; if one issue must anchor the group, this is the most representative user-facing bug report.", + "summary": "This cluster is largely heterogeneous: it mixes unrelated loading/import regressions, docs issues, model-specific bugs, and a few broad v5 breakage reports. Under strict duplicate triage, none of the soft edges are strong enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s repeated theme of v5 regressions affecting many models, even though the overall cluster is still too mixed to treat as one duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the best single issue to keep as a canonical example because it is specific, clearly describes a regression, and is more actionable than the broad/vague alternatives.", + "best_issue_reason": "Issue 44556 is the most actionable standalone issue here: it states a concrete regression, clear version upgrade context, and a reproducible loading failure, making it the best issue to anchor follow-up triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Stuck-loading behavior and documentation confusion are different problems; no shared failing code path." + "reason": "SentenceTransformers loading hang and a forward-docs confusion are different problems in different layers." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs about removed pipeline() usage vs an unrelated placeholder title; no duplicate signal." + "reason": "Docs about pipeline removals are unrelated to the unrelated placeholder issue titled 'racoon'." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor-parallel training bugs are unrelated." + "reason": "MLflow failure reporting and tensor-parallel training are distinct behaviors with no shared code-path evidence." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention version upgrades, but one is Qwen3VL-Moe loading and the other is checkpoint reload compatibility; too broad to merge." + "reason": "Both are loading regressions, but they target different model families and different version contexts without a concrete shared failure mode." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Runtime UnboundLocalError in generate() vs documentation confusion; different issue types and code paths." + "reason": "A generation-time UnboundLocalError is not the same as a documentation clarity issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking are unrelated failures." + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are separate failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a model-loading break for a specific Llama VLM; not the same bug." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different symptoms and likely different root causes." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing import from huggingface_hub vs broken transformers env command; no evidence they share the same fix." + "reason": "A missing dependency import and a broken CLI env command are not the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command regression and config type-checking break are separate code paths." + "reason": "The env command regression is unrelated to the PretrainedConfig typing failure." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and DSA indexer/ReLU discussion are unrelated." + "reason": "Liger Kernel application during model_init and a DSA-indexer ReLU discussion are unrelated subsystems." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs clarity issue vs ImportError for a missing symbol; different underlying problems." + "reason": "Documentation confusion and an ImportError for layer_type_validation do not share an underlying bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import failure are separate API/CLI failures." + "reason": "A broken env command and a missing Qwen2.5-VL export are different issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title and Gemma4 audio positional encoding bug are not duplicates." + "reason": "The titles provide no evidence of the same model, feature, or failing code path." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' report do not match." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Top-level HybridCache import failure and trust_remote_code cache FileNotFoundError are different loading failures." + "reason": "A top-level import export problem and a cache FileNotFoundError are different loading failures." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and placeholder title have no overlap." + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env subcommand and Python 3.14 load failure are unrelated." + "reason": "The v5 env command bug and Python 3.14 loading failure are distinct regressions." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs about return_all_scores are not the same issue." + "reason": "Tensor-parallel training and pipeline docs behavior are not the same underlying change." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both RoFormer-related, but one is kwargs propagation and the other is attention interface usage; not one concrete bug." + "reason": "Both mention RoFormer, but one is about kwargs propagation and the other about attention-interface usage; that is not enough to prove one concrete duplicate bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video missing attribute and cache FileNotFoundError are unrelated." + "reason": "A SAM3 vision output attribute error and a cache FileNotFoundError are unrelated failures." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Saving FP8 MoE models and inference support for FP8 MoE models are different code paths." + "reason": "Saving FP8 MoE artifacts and FP8 inference support are different code paths and different problems." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing top-level imports; likely separate export regressions, not one duplicate." + "reason": "These are separate missing-symbol import errors for different top-level exports." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application bug and FP8 inference on B200 are unrelated." + "reason": "Model-init kernel application and FP8 inference on B200 are unrelated issues." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and SmolVLM num_frames semantics are different model areas." + "reason": "RoPE implementation discussion and video num_frames semantics do not share a code path." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo do not describe the same defect." + "reason": "Chunked-prefill cache missing and a cache-strategy typo are clearly different bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a vague 'breaks too many models' complaint; not the same concrete bug." + "reason": "A specific Qwen3.5 chat crash is not the same as a broad 'many models break' report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression and TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "Lazy loading behavior and the TensorBoard-without-TF backend error are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing save_pretrained files is specific, while the other is a generic bug report with no concrete overlap." + "reason": "A concrete missing-files bug in processor.save_pretrained is not the same as a generic bug report." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion and SmolVLM video-frame semantics are unrelated." + "reason": "A DSA indexer ReLU discussion and SmolVLM video processor semantics are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are separate model-loading vs parallelism bugs." + "reason": "Both touch Qwen3 MoE, but one is a broad v5/model-loading complaint and the other is a specific missing _tp_plan tensor-parallel issue; not enough to merge as one duplicate." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are different implementation defects." + "reason": "Lazy loading problems and unsafe sys.modules access are different failure modes." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issue and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL 2D bbox output issues and PretrainedConfig type checking are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different failure modes." + "reason": "A bounding-box output error and an infinite-loop image-specific bug are different symptoms and likely different roots." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are both version-related but not the same bug." + "reason": "The env command regression and checkpoint reloading regression are both v5-related but not the same concrete bug." } ] }, @@ -18300,250 +18336,268 @@ "issue:41669|issue:43704", "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "379b810dcfa87142a013e703a625fcfe2d3c8ae1e70344abb271b13e76ba8a70", + "prepared_review_unit_hash": "dca001733e9b5ca7f9b4bc708d6affee9f26f214da5bc2453b00fe72585456aa", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38545, - "estimated_input_tokens": 9637, - "estimated_eval_tokens": 19530 + "serialized_chars": 38540, + "estimated_input_tokens": 9635, + "estimated_eval_tokens": 19526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by v5-era regressions and unrelated model/subsystem-specific bugs that only look similar at a high level; none of the soft edges appear to be the same concrete bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the general v5 regression theme, while the other issues are narrower, model-specific symptoms.", + "summary": "The cluster is mostly heterogeneous: the soft matches are driven by loose lexical overlap around imports, version regressions, caching, and model-loading issues, but they do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "No strong canonical issue: the cluster spans many unrelated reports. If forced, issue:45850 is only the broadest umbrella for version-regression complaints, but it is too vague to serve as a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative issue for this cluster because it summarizes the broad cross-model breakage pattern better than the more specific reports.", + "best_issue_reason": "Issue:45850 is the closest thing to an anchor because it is the broadest cross-model v5 breakage report, but it is still too generic to unify this cluster cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "One is import-star/lazy-loading performance, the other is a generation cache regression; not the same code-path bug." + "reason": "Different problems: import/package-lazy-loading performance vs generation cache missing in chunked prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific missing pad_token_id in Llama4Config versus a broad v5 breakage complaint; too generic to be a duplicate." + "reason": "Specific missing pad_token_id/config bug vs a vague broad v5 breakage complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve loading failures after v5 upgrades, but they affect different checkpoint types and likely different causes." + "reason": "Both involve loading older checkpoints, but the concrete failure modes differ (general v5 reload breakage vs remote-code/meta-init incompatibility)." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same underlying issue as the broad v5-breakage report." + "reason": "Specific StableLmConfig padding-token regression vs a generic \u201cmany models break\u201d report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is unrelated to a general claim that v5 breaks many models." + "reason": "Cache-strategy typo/cleanup issue is unrelated to the broad v5 model-breakage complaint." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade are broader, but this is still a separate report from the umbrella complaint." + "reason": "Generic upgrade/import breakage, but not the same concrete bug as the broad \u201ctoo many models\u201d report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is a different feature request from a DeepSeek weight-conversion question." + "reason": "FP8 inference support request vs a DeepSeek weight-conversion question; different features and code paths." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated issues." + "reason": "TF32 API guidance vs a cache-strategy typo; no shared underlying bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/performance and a missing Qwen3_5 module import error are not the same bug." + "reason": "Import slowness from lazy-loading/import-* usage vs an actual missing-module import error." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning versus Liger Kernel not being applied in model_init; different code paths." + "reason": "Wrong model-type warning vs Liger Kernel not being applied through model_init; unrelated behavior." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed and a scheduler kwarg bug are unrelated." + "reason": "Test seeding flakiness in SAM HQ vs inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import/lazy-loading performance, but one is about slow import and the other claims lazy loading is broken; not clearly the same defect." + "reason": "Both mention import/lazy-loading, but one is general slowness and the other is a specific lazy-loading malfunction; too weak to call the same bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` command and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Broken transformers env command vs scheduler kwarg handling; different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support gating and Qwen3-VL bounding-box output errors are different problems." + "reason": "Flash Attention 2 support gap vs Qwen3-VL bounding-box output errors; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python-version compatibility regression vs Qwen3-VL 2D bbox output issue; not the same bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling and PretrainedConfig type-checking regressions are different code paths." + "reason": "Scheduler kwargs ignored vs PretrainedConfig type-checking breakage; different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access issue versus a generic bug report; no concrete match." + "reason": "Position_ids buffer access error vs a generic bug report with no concrete overlap." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug, not the same as a generic bug report." + "reason": "Tokenizer save_pretrained mismatch vs a generic bug report; no shared failure mode." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs are unrelated subsystems." + "reason": "Both involve kwargs, but one is processor/cached_file forwarding and the other is scheduler kwargs; not the same bug." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance regression; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance does not match a missing HybridCache import error." + "reason": "Import-* performance issue vs missing HybridCache symbol import error; different problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup and a testing_utils bug are unrelated." + "reason": "Import performance issue vs a small testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility issues are not the same as the broad 'many models break' complaint." + "reason": "Python-version compatibility regression is not the same as the broad generic \u201cmany models break\u201d complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-VL, but one is bbox hallucination and the other is from_pretrained failure; different defects." + "reason": "Different Qwen3.5/Qwen3-VL failures with no concrete shared code-path." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility and missing Qwen3_5 module import are unrelated." + "reason": "Python-version compatibility regression vs a missing Qwen3_5ForCausalLM import; not the same issue." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and an AttributeError in tied-weight key handling are different bugs." + "reason": "PatchTSMixer post_init policy change vs tied-weight-key AttributeError; different underlying bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward versus tokenizer loading regression are unrelated." + "reason": "Documentation confusion about forward args vs tokenizer loading regression; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy-loading issues are too different to merge as duplicates." + "reason": "Broken env command vs lazy-loading malfunction; too broad and not the same concrete bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not being applied in model_init and flash_attention_3 training degeneration are different failures." + "reason": "Liger Kernel application bug vs flash_attention_3 degenerate training; different implementation problems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Incorrect timestamp calculation and incorrect padding calculation are both processor bugs but on different modalities and code paths." + "reason": "Different multimodal processor math bugs in different models and code paths." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading failure and scheduler kwarg handling are unrelated." + "reason": "Lazy-loading issue vs scheduler kwargs bug; no shared underlying defect." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are different bugs." + "reason": "Pipeline save_pretrained problem vs tied-weight-key AttributeError; unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained regression." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; too vague to match." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are not the same bug." + "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation; different model components." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific problems." + "reason": "Gemma-4 audio positional encoding vs CohereASR training-loss double-shift; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs bug; different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time/lazy-loading performance issue vs VRAM leak in multithreaded dataloaders." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity vs a concrete model-loading regression; not the same bug." } ] }, @@ -18660,298 +18714,298 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "936027c0d61717483ac8f2016545a69b310a858626fc055eb658f579c2d94da9", + "prepared_review_unit_hash": "ae0d602cd65bef3a4b5d684bd45b8f4a8d5cf7f122aa5bb29bca20150c305c78", "component_budget": { "node_count": 500, "item_count": 500, "soft_pair_count": 1839, - "serialized_chars": 953879, - "estimated_input_tokens": 238470, - "estimated_eval_tokens": 477196 + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 }, "budget": { "node_count": 46, "item_count": 46, "soft_pair_count": 44, - "serialized_chars": 38878, - "estimated_input_tokens": 9720, - "estimated_eval_tokens": 19696 + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous. A recurring theme is Flash Attention 2.0 / version-compatibility regressions, but the items still point to different models or different failure modes, so I would not merge any soft pair as a duplicate.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45250 is the broadest and most representative artifact in the set, since several nearby items relate to Flash Attention 2.0 support or related upgrade breakage. Even so, the cluster is not cohesive enough to treat as a duplicate set.", + "summary": "This cluster is mostly a grab-bag of unrelated model-specific regressions, import errors, tokenizer complaints, and one broad v5-breakage report. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set (\"Since 5.0 version it breaks too many models\") and is the closest thing to a cluster anchor for the many v5 regression-style complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the best single issue to keep as the cluster representative because it captures the only clear recurring theme and is broader than the model-specific or symptom-specific reports.", + "best_issue_reason": "issue:45850 is the most representative issue for this cluster\u2019s recurring upgrade/regression theme; the other issues are either narrow model-specific bugs or unrelated one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Same model family, but different bugs: expert gating logic vs a tensor transpose/cast issue." + "reason": "Both mention DeepSeek-V4, but they describe different bugs: shared-expert gating vs a comb.transpose weight path." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Different models and different code paths; VRAM leakage is unrelated to GLM-5 RoPE behavior." + "reason": "Different models and different failure modes: Qwen3 VRAM leak vs GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific architecture issues, but they concern different components and symptoms." + "reason": "Gemma-4 audio positional encoding and GLM-5 RoPE are unrelated code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "One is a local_files_only network request bug; the other is a Qwen3VL timestamp calculation issue." + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are unrelated bugs." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API/deprecation guidance is unrelated to a multi-thread VRAM leak." + "reason": "TF32 API settings vs a Qwen3 VRAM leak; no shared concrete bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Both are version-related regressions, but one is broad model breakage and the other is a specific import failure." + "reason": "Both are broad v5 complaints, but one is a generic breakage report and the other is a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Both involve processors, but the failures are in different methods and unrelated behaviors." + "reason": "Timestamp calculation in Qwen3VL is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different model internals and different bug classes; no shared code-path evidence." + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different model-specific numerical/configuration issue versus Gemma-4 audio encoding behavior." + "reason": "MLA q_a_layernorm eps precision issue and Gemma-4 positional encoding are different bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated problems." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests/issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp computation in a processor is unrelated to VRAM leakage across dataloader threads." + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are separate bugs in different areas." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols/modules and likely different fixes." + "reason": "Both are import errors, but they involve different missing symbols/modules and likely different root causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support and an import failure for Qwen3_5ForCausalLM are not the same underlying issue." + "reason": "Nemotron flash-attn support and Qwen3_5 import failure are different model-specific issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5-related, but one is a behavior regression and the other is a wrong decoder type bug." + "reason": "Both are tokenizer-v5 complaints, but one is a general behavior change and the other is a decoder-type mismatch; not enough evidence of the same bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Related on Flash Attention 2.0, but 28348 is GPT2LMHeadModel-specific while 45250 is only a generic request." + "reason": "GPT2-specific flash-attention support and a generic flash-attention topic are not the same concrete issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "A scheduler kwargs bug is unrelated to an unrelated miscellaneous issue." + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the generic \"Unemployment\" issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated issue title do not match any underlying bug." + "reason": "Cache-strategy typo and the generic \"Unemployment\" issue are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the other issue." + "reason": "CLIPOutput attentions regression is unrelated to the generic \"Unemployment\" issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "No shared bug or code path; one is a placeholder/misc title and the other is a broad compatibility complaint." + "reason": "A meaningless generic issue is not the same as the broad v5 breakage report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the other issue." + "reason": "Python 3.14 load failure and the generic \"Unemployment\" issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crash sites: tied-weights handling versus chat template/tool-call serialization." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading performance and a missing import are unrelated." + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to list handling in tied weights." + "reason": "StableLm pad_token_idx regression and tied-weight-key crash are different issues." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a different config-attribute bug." + "reason": "Llama4 pad_token_id AttributeError is unrelated to tied-weight-key handling." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and likely different support paths." + "reason": "Both concern flash attention, but for different models and different requests; not the same change." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor.save_pretrained files are unrelated." + "reason": "Qwen3.5 fp8 inference support and processor.save_pretrained missing files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading." + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained performance." + "reason": "MLflow reporting on failed jobs and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor parallel training bugs are different problems." + "reason": "Checkpoint loading speed and tensor-parallel training are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance on loading checkpoints is unrelated to documentation confusion in forward()." + "reason": "Checkpoint loading performance and documentation confusion about forward inputs are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is fp8 support and the other is a from_pretrained error; not the same fix." + "reason": "FP8 inference support and Qwen3.5 Moe from_pretrained failure are different Qwen3.5 issues with different root causes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 inference support are different features." + "reason": "Audio continuous batching and Qwen3.5 fp8 inference support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different architectures and bugs." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 gating." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type hint issue and a tokenizer regex warning are not the same bug." + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different subsystems and different symptoms; no shared code path." + "reason": "Mask2Former ignore_value and kwargs not passed to loss are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." + "reason": "Loss-function kwargs forwarding and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value behavior and tokenizer regex warnings are unrelated." + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a concrete code path." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model families and different bug types." + "reason": "Mask2Former ignore_value and RoFormer attention implementation are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former bug and a typo in quantization conversion naming are unrelated." + "reason": "Mask2Former ignore_value and the orig_conversion.quantization_operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs and a ModernBERT type-hint problem are unrelated." + "reason": "Loss kwargs forwarding and ModernBERT type-hint correctness are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and quantization-operation typo are different issues." + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 normalization semantics and ModernBERT type hints do not describe the same change." + "reason": "Both mention normalization, but one asks about Llama4TextL2Norm behavior and the other is just a ModernBERT type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to ModernBERT config typing." + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." } ] }, @@ -18984,12 +19038,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "eb7c71b70f2b1831364dfe97eb6da3ef168ca8e810465b610ee3df3f24f280cc", + "prepared_review_unit_hash": "ee6c45ba78eab54d2e60dc82ce25e27a01eb054a5b9f8e67638cff752efcec18", "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 }, @@ -18997,7 +19051,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19006,30 +19060,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation direction, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word time offsets. They only share vague ML/NLP similarity, not the same underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the three issues describe unrelated feature requests in different parts of the library.", + "summary": "These three issues are not duplicates: one asks for a token truncation API change, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary time offsets. They touch unrelated features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete feature request in the set, with a specific API behavior change and well-defined scope.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, #11307 is the strongest representative by discussion activity, but it is not a duplicate of the others.", + "best_issue_reason": "#10519 is the best representative issue because it is explicit and narrowly scoped; the other two are unrelated feature requests rather than variants of the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation from the beginning and Wav2Vec2 word offset extraction are unrelated feature requests affecting different code paths." + "reason": "Different feature areas: truncation behavior vs Wav2Vec2 word-offset extraction. No shared code-path or underlying bug is evident." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One request is about truncation behavior in tokenization; the other is about learning-rate scheduler behavior. No shared underlying bug." + "reason": "One is about token truncation options, the other about learning-rate scheduling behavior. These are unrelated requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 token timing offsets are separate feature requests with no concrete overlap." + "reason": "Scheduler functionality and Wav2Vec2 timing offsets are unrelated; they do not describe the same underlying issue." } ] }, @@ -19061,12 +19115,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "362a78a1970b535576e8eb50b88b506d0932ca74d5a1c3a88c4d9256231f0264", + "prepared_review_unit_hash": "c6e63eaa8ff3fe98c1e5f488ea7216b7c17a29d93ff26680cf0da2c5bd415092", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19074,7 +19128,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19083,24 +19137,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three closed issues are not duplicates of one another: one is about TAPAS tokenization mismatching TensorFlow, one is about a misleading auth/download error for private models, and one is about failing to load bert-base-uncased. The soft similarities are superficial and do not indicate the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #16618 is the most representative user-facing failure in the set, but it is still distinct from the other two issues.", + "summary": "These three issues do not look like duplicates. #13244 is about Tapas tokenization differing from TensorFlow, #15980 is about a bad error message when downloading a private model while logged out, and #16618 is a separate model-loading failure for bert-base-uncased. The soft similarities appear to be broad model-related noise rather than the same bug.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical duplicate is evident; the reports describe different underlying problems rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the clearest, most concrete model-loading problem and the best single representative if one issue must be chosen.", + "best_issue_reason": "#16618 is the strongest representative of the cluster because it is the most direct model-loading failure report; #15980 is mainly an error-message/auth issue and #13244 is unrelated tokenization behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem areas: TAPAS tokenization parity vs generic model loading for bert-base-uncased. No shared code-path or same bug." + "reason": "Tapas tokenization mismatch and a failed bert-base-uncased load are different code paths and different bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention loading models, but #15980 is specifically an authentication/error-message issue for private models, while #16618 is a separate load failure for a public model." + "reason": "One is a private-model auth/error-message problem; the other is a general load failure for a public model, so they are not the same underlying issue." } ] }, @@ -19130,7 +19184,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "87ddbecc582afcac93f2ffe8cedb1f50ab30f59170e1cb4bd01ccb54c1cc1122", + "prepared_review_unit_hash": "175e701cd348584a602b9d595ed7b1207cb54e56d2624bf5363c091b09e1a5b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -19152,18 +19206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both community-contribution feature requests about expanding architecture support, but they target different technologies: Flash Attention 2 vs GGUF. They are related at a high level only and should not be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #26350 is the stronger representative because it is older and has substantially higher discussion activity, indicating broader engagement around that request.", + "summary": "These are two unrelated community-contribution feature requests: one for Flash Attention 2 support, the other for GGUF support. They target different capabilities and architectures, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the best single issue to represent the cluster because it is the more prominent and more established feature request, even though the two issues are not duplicates.", + "best_issue_reason": "No single canonical issue fits because the two issues request different features in different areas of the project.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are feature requests for broader architecture support, but they concern different concrete additions and code paths: Flash Attention 2 support versus GGUF support. They are not the same underlying change." + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change." } ] }, @@ -19222,184 +19276,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "4525b0bb5a4776a6532f9c825c997c3ca58e7d1d76dfa846d54f8201badd0dce", + "prepared_review_unit_hash": "64eb3fed569d01e3e7d44f183306e6f040e3d480f307e7a02cfa1f3e5edf76f5", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly i18n docs-translation requests, but they split into separate language-specific tasks. Only the exact duplicate placeholder-title issues and the identical Thai-titled pair look like true duplicates; the Turkish/Spanish/Romanian requests are distinct issues, not the same bug/change.", - "confidence": 0.77, - "canonical_issue_reason": "Use issue 43834 as the canonical representative of the exact-duplicate placeholder-template subgroup: it matches the other placeholder-title issues closely and is the cleanest anchor among the true duplicates.", + "summary": "This cluster mixes a few near-identical i18n translation template issues with several distinct language-specific requests, plus two Thai-titled issues that are only clearly duplicates of each other. I would keep the generic placeholder translation issue as the representative and reject most cross-language edges.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43834 is the clearest representative of the repeated generic i18n translation-docs template: it has the placeholder title, is the earliest of the near-identical placeholder issues, and matches the same workflow as 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best issue to anchor deduplication for the placeholder-template copies, but it should not be treated as canonical for the language-specific translation requests.", + "best_issue_reason": "43834 is the best issue to anchor the cluster because it is the earliest clean example of the repeated placeholder translation request and is closest to the other near-identical placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; these are separate translation requests, not the same underlying issue." + "reason": "Different language-specific translation requests; the English/Turkish-vs-placeholder titles suggest distinct targets, not one duplicate issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic placeholder issue; not the same concrete task." + "reason": "Same as above: this is a Turkish translation request, while 44365 is a generic placeholder issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish translation request does not duplicate the generic placeholder-template issue." + "reason": "Turkish-specific request versus generic placeholder template; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language translation work; distinct issues." + "reason": "Turkish and Romanian translation requests are separate language tasks, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues." + "reason": "Turkish and Spanish translation requests are different concrete translation targets." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is not the same as the generic placeholder issue." + "reason": "Spanish-specific request versus generic placeholder issue; no evidence they are the same report." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target and different issue intent; not duplicates." + "reason": "Spanish translation request and generic placeholder issue are not the same underlying task." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs. Romanian translation requests are distinct tasks." + "reason": "Spanish and Romanian translation requests are distinct language-specific issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request does not match the placeholder-template issue." + "reason": "Spanish-specific request versus generic placeholder issue; too little to treat as duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request and placeholder-template copy are not the same underlying issue." + "reason": "Romanian request and generic placeholder issue are not clearly the same underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder issue." + "reason": "Romanian translation request versus generic placeholder issue; different concrete target." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Concrete Romanian translation issue is not a duplicate of the placeholder-template issue." + "reason": "Romanian-specific translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different translation targets and different issue content; not duplicates." + "reason": "Different titles and no explicit shared target; the similarity looks like template overlap, not the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue pair." + "reason": "Different titles and no explicit shared target; not enough to merge as one issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder-title translation issue; appears to be an exact duplicate." + "reason": "Same placeholder title and near-identical body length/content strongly indicate duplicate submissions of the same translation-docs request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical placeholder-template translation issue with no substantive difference." + "reason": "Same placeholder title and nearly identical body suggest the same underlying template issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Only superficially similar template text; different title/content, so not the same issue." + "reason": "The titles are completely different, and the similarity alone is not enough to prove the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title/content from the placeholder-template issue; reject as duplicate." + "reason": "Different visible issue text; the overlap looks generic rather than a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same exact placeholder-title issue; these look like duplicate copies." + "reason": "These are effectively the same placeholder translation issue with near-identical content." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different issue text and title; not the same underlying request." + "reason": "Different titles and no explicit shared language target; not clearly the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Not the same issue; only the placeholder-template subgroup matches." + "reason": "Different visible content; similarity is not sufficient for a duplicate merge." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title/content and different underlying translation request." + "reason": "Different titles and no explicit issue target make this too uncertain to merge." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Not a duplicate; the Thai-titled issue is a separate request." + "reason": "Different visible issue text; does not look like the same underlying report." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and likely same body; clear duplicate pair." + "reason": "These two are identical in title and body length and were opened a day apart, so they look like duplicate submissions of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The exact-duplicate conclusions are limited to the identical placeholder-title subgroup and the identical Thai-titled pair, while the Turkish/Spanish/Romanian issues are appropriately treated as separate translation requests. No soft-edge verdict appears to overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The analyst correctly treats 43834/44365/44370 as the placeholder-template cluster, keeps the language-specific issues separate, and only marks 46222/46226 as a clear duplicate pair. No soft-edge verdict looks overstated from the provided evidence." }, "evaluator_used": true, "retried": false, @@ -19482,274 +19536,250 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "745a0fae795c8824cbe0959fc0c0b0fa62d3f68d5db81025b9a9a4960476a025", + "prepared_review_unit_hash": "e882f2b4f97bd5ebd12e1519287a1e13355e94e494826c5e63254fb80ba76610", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24673, - "estimated_input_tokens": 6169, - "estimated_eval_tokens": 12594 + "serialized_chars": 24672, + "estimated_input_tokens": 6168, + "estimated_eval_tokens": 12592 }, "budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24673, - "estimated_input_tokens": 6169, - "estimated_eval_tokens": 12594 + "serialized_chars": 24672, + "estimated_input_tokens": 6168, + "estimated_eval_tokens": 12592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose topical grouping of model-addition/support requests, not a set of true duplicates. The soft-similarity links are too broad to merge: the issues span different model families and tasks (BERT, DETR, audio ASR/TTS, OCR, vision-language, sparse transformers).", - "confidence": 0.88, - "canonical_issue_reason": "issue:43837 is the most central representative of the cluster: a concrete model-support request with the broadest topical overlap to the other model-addition issues, especially the audio/model-support requests.", + "summary": "All soft links are high-level similarity matches between distinct model requests or feature proposals, not the same underlying issue. The titles point to different models/capabilities, so every soft edge is rejected.", + "confidence": 0.81, + "canonical_issue_reason": "If a representative issue is needed, #45322 is the clearest stand-alone request: explicit model name, concrete scope, and a well-formed proposal. It is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the best issue-level representative for this cluster because it is specific, current, and sits near the densest area of soft similarity without collapsing distinct requests into one duplicate.", + "best_issue_reason": "#45322 is the most suitable issue representative because it is specific and self-contained, unlike the more generic or broader requests in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different concrete requests in different domains: keypoint matching vs a model architecture addition." + "reason": "RoMa keypoint matcher vs MiniCPM3 model architecture; unrelated requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model requests, but for different architectures and code paths; not the same change." + "reason": "EuroBert config request vs DEIMv2 model request; different models." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert config vs Qwen3-TTS support; unrelated model families." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families (EuroBert vs RF-DETR); no shared underlying fix." + "reason": "EuroBert config vs RF-DETR model; different targets." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model integrations, not one duplicate request." + "reason": "RF-DETR and DEIMv2 are distinct model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different models and modalities; separate implementation work." + "reason": "RF-DETR vision model vs LFM2.5 Audio support; different domains." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support is unrelated to a sparse-transformer model request." + "reason": "RF-DETR model request vs weight-sparse transformer request; not the same change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different models and tasks (detection vs ASR); not mergeable as one PR/issue." + "reason": "RF-DETR object detection vs Qwen3-ASR support; unrelated model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR model vs Qwen3-TTS support; different capabilities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model-support requests." + "reason": "NeoBERT request vs Qwen3-ASR support; no concrete overlap." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model families with no shared concrete code-path problem." + "reason": "NeoBERT model addition vs weight-sparse transformer request; distinct work." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT vs LFM2.5 Audio; different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model integrations." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, even if both are BERT-like." + "reason": "NeoBERT vs ModernVBERT; similar naming only, different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work and Qwen3-ASR support are different models and tasks." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and sparse-transformer support are unrelated changes." + "reason": "MiniCPM3 model architecture vs weight-sparse transformer; different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model families; not the same underlying addition." + "reason": "MiniCPM3 vs ModernVBERT; different models and scopes." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Model architecture work and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model requests, not one duplicate." + "reason": "DEIMv2 vs Qwen3-TTS; no shared concrete code path." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct model-support requests." + "reason": "ModernVBERT models vs Qwen3-ASR support; different model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + "reason": "ModernVBERT vs Qwen3-TTS; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a broad theme level, not the same concrete change." + "reason": "ModernVBERT models vs BERT-like models with RoPE; not the same request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are different tasks and code paths." + "reason": "BERT-like RoPE support vs Voxtral TTS support; different domains." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "The named request and the person-only issue title are clearly unrelated." + "reason": "BERT-like RoPE request vs unrelated person-only issue; no duplicate basis." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Related product line, but TTS vs ASR are distinct model-support requests with different implementations." + "reason": "Qwen3-TTS vs Qwen3-ASR are related by family name only; separate modalities and changes." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + "reason": "Qwen3-TTS support vs weight-sparse transformer request; unrelated." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS vs Voxtral TTS are both audio, but different model-specific support tasks." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Audio TTS support and sparse-transformer support are unrelated changes." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different model families." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Both audio-related, but ASR and audio model support are different concrete requests." + "reason": "Qwen3-ASR support vs LFM2.5 Audio; different model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different models and different code paths." + "reason": "Qwen3-ASR support vs EUPE by Meta; unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer support are unrelated." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families/tasks." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "Audio model support and a Granite SWA+sink option are not the same change." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Sparse-transformer support and EUPE are distinct model requests." + "reason": "Qwen3-ASR support vs weight-sparse transformer request; not the same bug/change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Different TTS models; similar modality does not make them duplicates." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "Qwen3-ASR support vs Voxtral TTS support; different speech models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests." + "reason": "EUPE request vs TIPSv2; both vision-language but distinct model proposals." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the person-only issue title are clearly unrelated." + "reason": "ModernVBERT models vs a person-named issue; no duplicate relation." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the person-only issue title are unrelated." + "reason": "Voxtral TTS support vs a person-named issue; unrelated." } ] }, @@ -19779,7 +19809,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "cf2c65dadb356864ff08fc2d3e4998b4f0fd5aa75e99e07dfee6b32ed7a6f393", + "prepared_review_unit_hash": "8c49c6b3dbc519cb2adb44b4a025d999031cc3a9c226a7cc7bf20d0bf5ff05a9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19801,18 +19831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. No duplicate relationship is supported.", - "confidence": 0.98, + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates or the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive technical item and is the better representative issue; issue 38740 is a standalone documentation request and not part of the same bug/change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: documentation for `pruna` vs a Vision RoPE refactor. No shared files, targets, or concrete code-path overlap." + "reason": "Different topics, different subsystems, and no shared targets/files or explicit linkage; the titles/body suggest unrelated work rather than the same bug or change." } ] }, @@ -19842,12 +19872,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c67c095a5a7911926c7488eb42e352a34c375b0dbe1d35bce9675fdf420324c4", + "prepared_review_unit_hash": "cd58e139aaee1761f800db61e6b38b62a888e5b64894ab73472c495b6218916d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19855,7 +19885,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19864,7 +19894,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about block decoding configuration, the other is about adding DeepSeek v3.2 model support. They do not describe the same underlying bug or feature request.", + "summary": "The two issues appear unrelated: one is about block decoding, while the other requests DeepSeek v3.2 model support. I would not cluster them as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19875,7 +19905,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different problems and likely different code areas; no shared target, filename, or concrete symptom indicating a duplicate." + "reason": "Different problems and likely different code paths: block decoding is a low-level decoding behavior issue, while DeepSeek v3.2 support is a model-compatibility request." } ] }, @@ -19905,40 +19935,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "a49ccbd33ff88f5b7b1704092a6a7922040fc475d59099f5ca363fdfbbfe55e8", + "prepared_review_unit_hash": "68435cabcbc4a3aef9c0e4b96dca919a034dfbfc4700a72bbb4cf2cf309e5121", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different model components and different requested changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They do not look like the same underlying bug or feature request.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are both about Tiled-* features, but they describe different changes: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate candidate: the issues target different components and different requested behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue in this pair; if forced to pick one, #41306 is more concrete and actionable, but it is not a duplicate of #41826.", + "best_issue_reason": "#41306 is the more concrete and implementation-oriented issue, with a specific API surface (`from_pretrained()`) and clearer actionable scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested functionality and code paths: FLCE/from_pretrained configuration versus TiledMLP memory-footprint integration. No strong evidence they describe the same change." + "reason": "Both mention the Tiled family, but one is about FLCE/from_pretrained() and the other is about TiledMLP memory footprint; these are different code paths and changes." } ] }, @@ -19968,7 +19998,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "facbe6c96bc6c51317ca93f3842260167c1293019191aefd0f3fb11e14e1ae4f", + "prepared_review_unit_hash": "fc49d24bd6c087ec38ae94b7b212efe9abeec705431e9fa57d33c11c0e6a228f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19990,18 +20020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both Trainer-related, but they describe different problems: one is about `remove_unused_column` hurting customizability, the other is about FLOPS estimation for custom trainers. They do not look like the same underlying bug.", + "summary": "These two issues are both about Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are not the same underlying bug or change.", "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out; if forced to pick a representative, #43598 is the broader Trainer customizability topic, but it does not cover #43600.", + "best_issue_reason": "`issue:43598` is the more concrete and self-contained request, focused on a specific Trainer behavior (`remove_unused_column`). `issue:43600` is a separate metric/accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different concrete issues: `remove_unused_column` behavior vs FLOPS accounting for custom trainers. Shared Trainer context is too broad to treat as a duplicate." + "reason": "They share a broad Trainer/customization theme, but one concerns column removal customizability while the other concerns FLOPS estimation for custom trainers; these are distinct code paths and not a duplicate bug." } ] }, @@ -20031,7 +20061,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d29f07799638e464074169bebbdc292b22c5f2ff81ceb202126ca096b8e7a83b", + "prepared_review_unit_hash": "3439505cea281dbfee3554e601e1c8a1742bc265c88d552d5e518e50b81bc73c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20053,18 +20083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different feature requests for different Qwen model families and different auto-class behaviors, so they should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 43684 is the broader and more central request: it asks for model registration in AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni.", + "summary": "The two issues are related only at a broad model-support level, but they request different capabilities for different Qwen model families and classes. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader umbrella request about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, so it is the closest thing to a cluster anchor. Issue 44405 is a separate, narrower request for AutoModelForSequenceClassification support for Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative issue because it targets core model registration rather than a narrower task-specific auto-class addition.", + "best_issue_reason": "43684 is the better representative issue because it targets the core registration gap rather than a distinct downstream task-specific API support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence classification support for a different config and auto class." + "reason": "Different model families and different APIs: Qwen3-Omni registration vs Qwen3.5 sequence classification support. Shared theme is only generic model support, not the same underlying bug or change." } ] }, @@ -20101,70 +20131,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "f342c57353ea723913f76f5a1080b9fb68fce35083e93bb526fb5b3f2c6239c2", + "prepared_review_unit_hash": "305e88e11d0fc4c339752b0b5756e0715a85444a9e6f5d57857916e5b0911a2b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by three very sparse issues titled \"huggingface \" and one unrelated issue titled \"Fett\". There is not enough concrete description, linkage, or target information to confirm any true duplicate bug, so all soft edges should be rejected.", - "confidence": 0.31, - "canonical_issue_reason": "If one issue must represent the cluster, 43845 is the best placeholder because it is one of the identical \"huggingface \" reports and the earliest of that subgroup, but the evidence is too thin to treat it as a proven duplicate set.", + "summary": "These are four extremely sparse closed issues with only generic titles and no useful body details. There isn\u2019t enough evidence to confidently treat them as duplicates, though the three \"huggingface\" issues are the closest match by title alone.", + "confidence": 0.41, + "canonical_issue_reason": "issue 43845 is the earliest of the identically titled 'huggingface' reports, so it is the most plausible placeholder if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best overall issue representative since it matches the repeated \"huggingface \" pattern and is earliest among the near-identical entries; 43835 appears unrelated by title.", + "best_issue_reason": "43845 is the least arbitrary representative because it is the earliest of the near-identical 'huggingface' issues, but the cluster is too under-specified for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared concrete problem details; only weak text similarity." + "reason": "Different titles ('Fett' vs 'huggingface') and no body/target/file evidence tying them to the same bug; soft similarity alone is not enough." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive evidence they describe the same bug." + "reason": "Different titles and no concrete shared context beyond generic similarity, so there is no basis to merge them as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles with no shared code-path or issue target evidence." + "reason": "Different titles and no supporting details; cannot conclude the same underlying problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical generic title, but the bodies are too sparse to confirm the same underlying issue." + "reason": "Identical generic titles, but there is no body content, explicit target, or other evidence that they describe the same bug rather than two separate reports." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same vague title, but no concrete details, targets, or links proving duplication." + "reason": "Only a shared generic title fragment is available; that is insufficient to mark them as duplicates." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same vague title, but insufficient evidence to conclude they are the same issue." + "reason": "Only soft similarity from the title is present, with no concrete evidence of the same underlying issue." } ] }, @@ -20205,88 +20235,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "537206ca7e6a754c64abbe20f7e9046cb60cefb461e93a3c1285ededec7aa0d8", + "prepared_review_unit_hash": "a590427a08c95e7735686ce91c6f9900c54d3f310f2a7876948e4425a863249a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-content/spam issues rather than a real duplicate set. The only semi-descriptive item is a documentation suggestion, but there is no evidence that any pair refers to the same underlying bug or request.", - "confidence": 0.16, - "canonical_issue_reason": "Issue 44418 is the least noisy and most descriptive item in the set, so it is the best available representative if one must be chosen.", + "summary": "All items look like low-signal spam or placeholder issues, with no concrete bug/change details. None of the soft pairs describe the same underlying problem in a way that would justify deduping them as true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44418 is the least obviously spammy and has the most generic, reusable title, but it is still too vague to represent a real canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong canonical candidate because the cluster lacks substantive bodies, targets, filenames, or shared problem details; 44418 is only the least-bad representative.", + "best_issue_reason": "issue:44418 is the best available representative only by relative title quality; it is not substantively informative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders with no substantive content; identical titles alone are not enough to prove the same underlying issue." + "reason": "Both are spam placeholders, but there is no evidence of the same underlying issue or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders and provide no concrete bug or request details to establish duplication." + "reason": "Both are spam placeholders with no concrete shared bug report or actionable content." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same problem." + "reason": "Titles are unrelated spam/generic text; not enough to indicate the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a random named title do not indicate the same underlying issue." + "reason": "No substantive overlap beyond low-signal spam-like content." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation feedback is unrelated to a '' placeholder." + "reason": "Generic documentation wording versus spam placeholder; no shared underlying bug/change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation feedback is unrelated to a '' placeholder." + "reason": "Generic documentation wording versus spam placeholder; not the same concrete issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although the titles match, there is no body or evidence showing the same concrete bug/request; this looks like duplicate spam, not a confirmed duplicate issue." + "reason": "Both are spam placeholders, but that alone is not evidence they report the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a named title about 'Google LLC' are not the same underlying issue." + "reason": "Spam placeholder versus unrelated promotional-style title; no concrete match." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a named title about 'Google LLC' are not the same underlying issue." + "reason": "Spam placeholder versus unrelated promotional-style title; not a duplicate pair." } ] }, @@ -20316,12 +20346,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a6b3bc795eca430edfda6785191100a046569d7af085578aeef65362bf5afe4b", + "prepared_review_unit_hash": "34ab5d2853ec55aca0dc75225a42370b9b4394d3dfe8dd64b231e73367be9add", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20329,7 +20359,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20338,28 +20368,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks like a strong near-duplicate match: identical titles, very similar body sizes, and no distinguishing links, files, or explicit targets. But the available evidence still doesn\u2019t prove they are the same underlying issue, so this should remain a non-deterministic/low-confidence duplicate candidate rather than a definite merge.", - "confidence": 0.68, - "canonical_issue_reason": "Issue #45145 is the better canonical placeholder because it is slightly earlier and has one inbound reference, making it the more established thread without claiming definitive duplication.", + "summary": "The two closed issues appear to be duplicates: same title, very similar body length, and strong textual overlap with no distinguishing links or filenames. I would cluster them together and keep the earlier, slightly more referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is earlier and has at least one inbound reference, while #45151 shows no extra distinguishing signals; both appear to report the same energy-reduction writeup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative for the cluster because it was created first and has marginally more reference activity; the evidence is otherwise symmetric.", + "best_issue_reason": "#45145 is the best issue to represent the cluster because it is the earlier report and has more inbound reference activity, making it the more established duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical titles and similar body length are suggestive, but there is not enough concrete evidence to conclude these are the same underlying issue. With no links, files, or explicit targets, this should be treated as a possible duplicate rather than accepted as one." + "accept": true, + "reason": "Same exact title and highly similar issue bodies strongly indicate the same underlying report, with no evidence of distinct scope." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is directionally reasonable, but it overstates the evidence. The packet supports identical titles, close body lengths, and no links/files/targets, but not \"identical subject matter\" or that they are definitely duplicates. The soft pair is explicitly non-deterministic, so the accept verdict is too strong for the available evidence." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have the same title, similar body sizes, and a recorded soft-similarity signal, with no contrary evidence like distinct filenames or explicit divergent links. The canonical choice of the earlier issue is also conservative. One caution: the confidence is a bit high relative to the available evidence, but the clustering and soft-edge verdict are still reasonable." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20436,7 +20466,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "66d668db9c22dce970cac0f46e4f173f1ba34c4f7eda38e8cd3d64c9e27c0037", + "prepared_review_unit_hash": "afbc01cb4c66f43b4a2dc4dc97594e9e8932c3a3794e2b5df89caf7ce98205ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -20458,18 +20488,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they refer to different people and different dates, with no shared bug report or code change context.", + "summary": "The two issues are not duplicates: both are just person-name/date titles with no body, and they do not describe the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue can be selected; the issues appear unrelated and contain no shared problem description.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue here; these are unrelated one-off issues with different titles and no overlapping content.", + "best_issue_reason": "Neither issue is a better canonical representative because neither provides substantive issue context or matches the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and dates; no evidence they describe the same underlying problem or request." + "reason": "The titles refer to different people and different dates, with no body or shared context indicating the same issue." } ] }, @@ -20499,7 +20529,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "69c7cc4c5cde221d5be92fd140435795f924b1e326a30abb302226778fc90d27", + "prepared_review_unit_hash": "b255d29728377e9fb9be382655ba15e6d26b0c5d88a5ac4cccb42d48029033fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20521,18 +20551,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are unrelated personal-name/date entries and do not describe the same bug or request. The soft similarity is superficial only, so the pair should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: neither item contains actionable problem details, and the titles are different personal-name/date strings rather than duplicate bug reports.", + "summary": "These two closed issues do not appear to be duplicates or related bug reports; they are just short personal-name/date titles with no shared problem statement or code context.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for a duplicate cluster because both appear non-technical and unrelated.", + "best_issue_reason": "Neither issue is a suitable canonical representative for a duplicate cluster because there is no underlying technical issue to consolidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates with no shared technical subject, target, or problem statement; not the same underlying issue." + "reason": "The titles reference different people and dates, with no shared bug, feature, or code-path context." } ] }, @@ -20562,12 +20592,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "2a19dd98194cfbc824c3fdaf1f95865712819ace28f3822e08a31961d0f50a11", + "prepared_review_unit_hash": "3b6582f79786ffda528b3e6e362dd1d31027b1877831fcd6397b0ad9e7102efc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20575,7 +20605,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20584,18 +20614,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests adding a Qwen3_5 token-classification model class for value-model use, while the other asks for FP8 training support. They concern different code paths and different kinds of functionality.", - "confidence": 0.95, + "summary": "These issues are not duplicates: one requests a new Qwen token-classification class for value modeling, while the other asks for FP8 training support. They involve different functionality and code paths.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue 45810 is the more concrete and self-contained request, with a specific model-class addition target, so it is the better anchor for this cluster even though it is unrelated to the FP8 training request.", + "best_issue_reason": "issue:45810 is the more concrete, narrowly scoped request, but it is not the same underlying change as issue:46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "No shared bug or change: model-class support for token classification/value models is unrelated to FP8 training support, and the titles/bodies do not indicate the same underlying work." + "reason": "Different feature requests in different areas: model class support vs FP8 training support. They do not describe the same bug or change." } ] }, @@ -20635,7 +20665,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "ba3470b9831d79898ba249f4cbe80f78f6b8c5a87e2289c4fed58efdd1761dd7", + "prepared_review_unit_hash": "ebdb37b4d4512c2040355edd3c64290b69244f217375db4f61713341514a1ae0", "component_budget": { "node_count": 5, "item_count": 5, @@ -20657,66 +20687,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset-promo request and does not match the DataForge example/service issues.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45870 is a clean canonical representative for the exact-duplicate 'Example: Financial time series prediction with DataForge' pair; it is fully redundant with 45871.", + "summary": "This cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset-bundle request and is not the same underlying task as the example/service issues, so it should not be merged with them.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is a strong canonical for the duplicated 'Example: Financial time series prediction with DataForge' request because it is one of an exact pair with 45871, and its topic is distinct from the separate dataset-bundle and scraping-service requests.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45872 is the strongest standalone issue to anchor because its title is the most specific and it also has an exact duplicate (45873), making it the clearest representative of a distinct topic.", + "best_issue_reason": "45870 is the best single issue representative for the first exact-duplicate pair; it is text-identical to 45871 and clearer as the canonical duplicate target. 45872 is also a valid canonical for its own exact pair, but it is a different request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: dataset bundle promo vs. a DataForge prediction example." + "reason": "Related financial-data theme, but one is a dataset bundle request and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle promo vs. a DataForge prediction example." + "reason": "Same as 45869 vs 45870: different artifact type and request scope, so not duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and matching metadata/body size indicate the same issue." + "reason": "Exact duplicate title/body pair for the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related wording, but different underlying request: example notebook vs. DataForge + scraping service." + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different underlying work." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related wording, but different underlying request: example notebook vs. DataForge + scraping service." + "reason": "Different request: example prediction vs financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related wording, but different underlying request: example notebook vs. DataForge + scraping service." + "reason": "Different concrete request and no evidence they describe the same change or bug." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related wording, but different underlying request: example notebook vs. DataForge + scraping service." + "reason": "Different concrete request and no evidence they describe the same change or bug." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching metadata/body size indicate the same issue." + "reason": "Exact duplicate title/body pair for the same DataForge + scraping service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The exact-duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles, identical body lengths, and jaccard 1.0. The rejection of 45869 against the DataForge issues is also appropriately cautious based on the title mismatch and topic difference. No soft-edge verdict appears overstated." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact duplicate pairs based on identical titles and body lengths, while 45869 is a distinct dataset-bundle request. The soft-edge rejections stay conservative and do not overclaim equivalence across different request types." }, "evaluator_used": true, "retried": false, @@ -20743,46 +20773,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "4c7033d0843bee84cc965d327fd77442d97a28880dd39a51545637a244f0a5a0", + "prepared_review_unit_hash": "d44b4cdfc242bd7db34b7d5746edfbedf1f1c38b93ab6a049d97b5584734513f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "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": "Both issues involve static cache behavior around linear-attention/Qwen3.5, but they report different failure modes: one is shape corruption during early initialization, the other is a KeyError for a missing `linear_attention` cache entry. They look related in subsystem, not the same underlying bug.", - "confidence": 0.8, - "canonical_issue_reason": "Issue 46439 is the better representative because it describes the concrete mechanism (`early_initialization`) and the resulting shape corruption, which is a clearer root-cause style report than the model-specific KeyError in 46441.", + "summary": "The two issues are in a related static-cache / linear-attention area, but the packet only shows soft similarity with moderate text overlap and no shared files or explicit targets. That is not enough to conclude they are the same bug, so the pair should be treated as possibly related rather than duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 46439 is the broader report, but the evidence here is too thin to treat it as the same root cause as 46441.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest standalone issue for triage since it is more specific about the failure path and likely applies beyond one model variant.", + "best_issue_reason": "46439 is the better umbrella issue because it describes the more general failure mode, but it should not be used as proof that 46441 is a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the symptoms differ materially: wrong-shape RuntimeError vs `KeyError: 'linear_attention'`. Not enough evidence they are the same bug or that one PR would fix both." + "reason": "Only soft_similarity supports the link; there are no shared files or targets, and the Jaccard overlap is moderate. The titles suggest a related static-cache / linear-attention area, but the packet does not ground a firm same-root-cause claim." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the evidence in the packet. The pair only has `soft_similarity` support, with no shared files/targets and a moderate Jaccard score. The titles do suggest a related static-cache / linear-attention area, but the packet does not ground a firm same-root-cause claim. Please downgrade the verdict to something like \u201cpossibly related\u201d rather than accepting the pair as the same bug." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20806,7 +20839,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "9cc0d2e6562aefd3d7d6c86a7d0bebe03224fad474d621606e18b03e5548852c", + "prepared_review_unit_hash": "fd86c59d778e837271fd1849b8a3db2d450e5d8ebd1ef3165f0815798d696eb4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20828,27 +20861,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are very likely duplicates: they have identical titles and identical body length, and both point to the same Wav2Vec2CTCTokenizer v5 special-token regression. The packet does not include the body text, so the duplicate call should be phrased based on metadata rather than claiming the bodies are identical in content. #46552 is the better canonical issue because it is open and already has inbound references.", - "confidence": 0.93, - "canonical_issue_reason": "#46552 is open and has inbound references, so it is the most actionable representative of this duplicate pair.", + "summary": "The two issues are near-identical duplicates describing the same Wav2Vec2CTCTokenizer v5 bug. Issue #46552 is the better canonical tracker because it is still open and has existing inbound references, while #46551 is already closed.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the active open report with existing inbound references, so it is the better single issue to keep as canonical; #46551 is a closed duplicate of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 best represents the currently active report for this tokenizer regression.", + "best_issue_reason": "#46552 best represents the cluster because it remains open and can serve as the primary tracker for the shared tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and identical body length, with matching metadata pointing to the same tokenizer bug; the body text is not available, but these look like duplicate reports of the same issue." + "reason": "Same title, same underlying Wav2Vec2CTCTokenizer v5 bug, and effectively identical report content; these are clear duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair is well-supported as a duplicate by the identical titles and identical body length, but the summary overstates the evidence by claiming the bodies have the same content. The packet does not include body text, so that part should be stated more conservatively. The canonical choice of #46552 as the open issue with inbound references is grounded." + "accept": true, + "feedback": "Accept. The conclusion is grounded in the packet: the issues have identical titles and perfect soft similarity (jaccard 1.0), and choosing the open issue with inbound references as canonical is conservative. The soft-edge duplicate judgment is reasonable given the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20872,7 +20905,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "6795f94fe4c483d467eaa2c0e629d8e5c21168695fbe4c95b37d8b65c0d87529", + "prepared_review_unit_hash": "c13343db5dc24b11fd6584fc811defae9193712c3832d5fd5d17c6513b0c7a7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20894,18 +20927,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not the same underlying bug: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They overlap only at a broad training/model level.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the better canonical issue because it describes a concrete, specific failure mode (tensor size mismatch) rather than a generic training resource problem.", + "summary": "These are both training-time issues in object detection, but they describe different failure modes: one is a tensor shape mismatch error, the other is an out-of-memory problem after several epochs in RT-DETR v2. They are related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "#46657 is the better canonical issue because it reports a concrete, specific training error (tensor size mismatch) that is more clearly defined than the broader OOM symptom in #46692.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the strongest representative of the cluster since it is more specific and actionable; #46692 appears to be a different symptom class (OOM) and should not be grouped as the same bug.", + "best_issue_reason": "#46657 is the best representative of the cluster because it captures a distinct code-path bug with a clear runtime failure, whereas #46692 appears to be a separate resource/memory issue specific to RT-DETR v2.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: shape mismatch vs. memory exhaustion. They share only the general context of training an object detection model, which is not enough to treat them as the same issue." + "reason": "Do not merge: one issue is about tensor shape mismatch during object detection training, the other is about memory exhaustion after epochs. Same area, different underlying problem." } ] }, @@ -20935,7 +20968,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "eae3edc28a2a7247f14bae452c047970cc69e164be13ca7a83a7a2054399e755", + "prepared_review_unit_hash": "d4a687c715b35154053cf224b1f6168c57d745c5ea469cfac2ffd3e2af089b02", "component_budget": { "node_count": 2, "item_count": 2, @@ -20957,18 +20990,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only superficially similar: both involve model loading and memory placement, but one is a ZeRO-3/zero.Init partitioning failure on a composite multimodal submodule, while the other is a 4-bit device_map/max_memory dispatch bug sending a model to CPU unnecessarily. They do not look like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue for the pair: the reports describe different code paths and different failure modes (ZeRO-3 partitioning vs. 4-bit auto device mapping).", + "summary": "These are two distinct bug reports in different loading/dispatch paths: one about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, the other about 4-bit + device_map='auto' + max_memory incorrectly offloading to CPU and raising ValueError. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the more concrete, higher-signal report with clearer repro/impact and some discussion activity; 46823 appears to be a separate, unrelated loading bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule, while 46823 is about 4-bit loading with device_map='auto' incorrectly dispatching to CPU despite available memory." + "reason": "Different code paths and symptoms: ZeRO-3 partitioning/OOM during multi-GPU load vs 4-bit auto device mapping/max_memory dispatching to CPU and failing with ValueError. No shared underlying bug is evident." } ] }, @@ -20982,7 +21015,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20998,7 +21031,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "10000ca40582744b7e4c57678d139fc0250aef0dc0650a5efba4cce6547e359a", + "prepared_review_unit_hash": "73bcd6d01e9f8532f5d725377365f6d03326d79cb434c451a2b8c58489266fe1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21020,18 +21053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about VibeVoice, but they are not the same change: #40546 implements the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime path plus acoustic tokenizer work. The overlap is largely shared model-family scaffolding, not a single mergeable fix.", - "confidence": 0.86, + "summary": "These are related VibeVoice implementation PRs, but they target different scope: the first adds the base VibeVoice model integration, while the second adds a realtime variant plus an acoustic tokenizer and extra generation/auto wiring. They overlap heavily in shared model files, but they do not look like the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR because it is the foundational VibeVoice implementation and appears to be the broader, more central change in this cluster.", + "canonical_pr_reason": "PR 40546 is the cleaner canonical candidate because it appears to introduce the base VibeVoice integration first, with broad model/docs/auto-registration work and substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "#40546 best represents the cluster as the base VibeVoice implementation; #42781 extends into a distinct realtime/tokenizer feature set rather than duplicating the same PR.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice implementation; 42781 looks like a follow-on feature branch for realtime support rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: the PRs overlap on VibeVoice infrastructure, but #42781 adds a separate realtime feature and acoustic tokenizer work, so they are not the same concrete code-path change and would not plausibly collapse into one PR." + "reason": "Reject: despite shared VibeVoice files, 42781 adds realtime-specific functionality and an acoustic tokenizer, so it is a broader follow-up feature rather than the same concrete bug fix/change as 40546." } ] }, @@ -21045,7 +21078,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21061,7 +21094,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f987aca1022b2655246f86c7b323cf4a805e2617d7f2ad630db3f8b8a9f0e2ed", + "prepared_review_unit_hash": "35eabbb70113a3738ad6cd409a22d24c3ad4b3f32bee1f121681a8624bc63eda", "component_budget": { "node_count": 2, "item_count": 2, @@ -21083,18 +21116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one adds covariate-based forecasting support for TimesFM, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve different product changes, so they are not duplicates.", - "confidence": 0.98, + "summary": "These two PRs are both model-specific feature additions, but they target unrelated architectures and code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good global representative here; the changes are unrelated and do not point to the same underlying bug or fix.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features for different models: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug, no shared code path, and they would not plausibly be merged into one PR." + "reason": "Reject: they address different models and features (TimesFM forecasting with covariates vs. DINOv3 image classification), with no shared concrete bug or mergeable code-path fix." } ] }, @@ -21108,7 +21141,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21171,7 +21204,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21225,46 +21258,202 @@ "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "0142246c909ff26b86df4b14c309735e6a7457400a18d1f8034450a82c45ce0a", + "prepared_review_unit_hash": "a79bed600b59a15838a1a3abc757efa98b44d1eed33772c9ee02009e67ca1079", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42249, - "estimated_input_tokens": 10563, - "estimated_eval_tokens": 21382 + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42249, - "estimated_input_tokens": 10563, - "estimated_eval_tokens": 21382 + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs across tokenizers, processors, model additions, docs, and infra. The only clear duplicate is the pair of `fixed_cross_entropy` kwargs fixes in `src/transformers/loss/loss_utils.py`; they address the same concrete bug and should be treated as one change, with PR #43251 as the stronger canonical candidate.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of unrelated open PRs that only share broad Transformers-topic similarity. The only true duplicate-looking pair is the fixed_cross_entropy kwargs change (#43251 vs #43254); everything else is a different model, subsystem, or docs/test refactor.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical PR for the loss-utils fix: it targets the issue explicitly, has the fuller implementation, and shows more review activity than #43254 while fixing the same `fixed_cross_entropy` code path.", + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240 and cleanly implements the concrete loss-helper fix by passing supported kwargs through to nn.functional.cross_entropy.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best PR to represent the duplicate pair because it is the more complete and better-reviewed version of the same kwargs-support fix in `fixed_cross_entropy`.", + "best_pr_reason": "PR #43251 is the strongest standalone representative of the actual duplicate pair: it has the explicit issue link, fixes a concrete bug in fixed_cross_entropy, and is more complete than the alternative variant.", "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different code paths: a Mistral tokenizer API addition vs a new model implementation. Same repo area, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method work and Executorch dynamic-shape testing are unrelated changes with no shared underlying defect." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/auto-loading robustness fixes are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-helper kwargs passthrough and a new model addition are different features with no common code-path bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "Executorch dynamic-shape export testing and Olmo3 RoPE changes are different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Executorch export tests and FSDP2 migration are unrelated subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Exportability tests and Mistral4 fixes do not share the same concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-class resolution order are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM scaffolding and Falcon output-interface refactoring are different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model implementation and a model-creation skill/docs PR are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a repository skill/doc PR are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 tests address different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 tests/model wiring and Olmo3 RoPE-per-layer changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 fixes and native FSDP2 migration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and a CLIP-like weight-rename fix are not the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test/fix PR and the model-creation skill PR are clearly different changes." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "Weight-renaming for CLIP-like conversion and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 migration do not fix the same issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different areas." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM implementation and FSDP2 module migration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test/model work and Olmo3 RoPE changes are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 updates and config resolution-order fix are not the same bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM implementation and Olmo3 RoPE changes are unrelated." + }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same function, same issue target, and the same concrete fix: pass supported kwargs through to `nn.functional.cross_entropy`. They are plausible duplicates of the exact same change." + "reason": "Same file, same helper, same issue target, and the same concrete fix: pass supported kwargs through to nn.functional.cross_entropy in fixed_cross_entropy. These could plausibly be merged into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and serve chat-parsing updates are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only minor nuance is that PR #43251 does not literally pass arbitrary kwargs through; both PRs add the same supported `weight`/`label_smoothing` cross-entropy arguments, so describing them as the same bugfix is fine. The duplicate verdict on #43251/#43254 is supported and mergeable into one PR for the same fix." + "feedback": "The evaluation is grounded in the packet: the only clearly mergeable duplicate-looking pair is PR #43251 vs #43254, which both touch `src/transformers/loss/loss_utils.py`, share issue target #43240, and implement the same `fixed_cross_entropy` kwargs passthrough fix. The other pair verdicts are conservative and consistent with the diffs, and the summary does not overclaim broader duplication beyond broad Transformers-topic similarity." }, "evaluator_used": true, "retried": false, @@ -21275,7 +21464,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21291,12 +21480,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2cbea396c86d80ccced39b5ca94e56fe5470d3731b7bbadcc176c28d420de98e", + "prepared_review_unit_hash": "bd6e659c7edcb92beabcfc68abc1799bd6a2e6bcd77c412211dfdd01a4e314b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21304,7 +21493,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21313,18 +21502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both modernize GitHub Actions in workflow files, but they update different action families and address different maintenance goals: one is for Node 24 compatibility of core GitHub actions, the other is for newer Docker build/publish action versions. They are related but not the same change.", - "confidence": 0.93, + "summary": "Two open workflow-maintenance PRs overlap in GitHub Actions files, but they target different action upgrades and different change scopes, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the stronger representative of the cluster because it is broader and more clearly framed around a specific platform-driven compatibility upgrade across many workflows.", + "canonical_pr_reason": "PR 42976 is the broader umbrella change: it upgrades several actions to newer releases across multiple workflows, whereas 42975 is a more specific Node 24 compatibility pass for checkout/cache/upload-artifact.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best standalone PR to keep: it covers a wider set of workflow action upgrades and has the clearest single-purpose maintenance objective, whereas PR 42976 is narrower and focused on Docker action version bumps.", + "best_pr_reason": "PR 42976 is the better representative of the cluster because it covers the wider set of workflow action version bumps and is less narrowly tied to one compatibility concern.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: they both touch GitHub Actions workflows, but 42975 upgrades core GitHub actions for Node 24 compatibility while 42976 upgrades docker/build-push-action and related workflow steps. Different action families and different concrete fixes, so they are not the same underlying change." + "reason": "Both are workflow dependency bumps, but they update different actions and address different maintenance goals: 42975 focuses on Node 24-compatible versions of checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other workflow actions. Same subsystem, not the same underlying change." } ] }, @@ -21338,7 +21527,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21365,82 +21554,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "30158ac5da763df8f35cb0036a8cd36b18d46fd65377a6149205e427932c80aa", + "prepared_review_unit_hash": "6e029cdfbd562458d54d013d71800c00bf4cfb9b80b7c06b6826b43231fb9112", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21192, - "estimated_input_tokens": 5298, - "estimated_eval_tokens": 10852 + "serialized_chars": 21197, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21192, - "estimated_input_tokens": 5298, - "estimated_eval_tokens": 10852 + "serialized_chars": 21197, + "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 not a duplicate set: it contains several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash) plus one WIP Step 3.7 Flash scripting PR. They share some autogenerated framework files and docs plumbing, but not the same underlying bug or change.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated model-add pull requests that overlap on generic integration files like docs, auto mappings, and repo checks. The only close pair is the two Step3p7 PRs, but one is the actual library integration and the other is a WIP conversion/debug-script PR, so they should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are separate model implementations or support scripts for different models, not alternate fixes for the same code-path.", + "canonical_pr_reason": "PR #46562 is the most representative concrete library change in the cluster: a full Step 3.7 Flash model addition with code, docs, and tests. The other Step3p7 PR (#46658) is auxiliary tooling/assets rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "46562 is the most substantive standalone PR in the set, but it still represents a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "If one PR must stand in for the cluster, #46562 is the strongest candidate because it is a complete, high-signal model implementation PR. It has the clearest end-user impact and a coherent code path, unlike the others which are separate model additions or support scripts.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only in shared framework/docs files." + "reason": "Both are model-add PRs, but they add different models (ViT NEPA vs Molmo) and only share generic scaffolding files." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); no shared concrete bug or implementation target." + "reason": "Different model families and different implementations; overlap is limited to common docs/auto-registration plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM); similar repo plumbing only." + "reason": "ViT NEPA and CTSM are unrelated model additions with only generic repository integration overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families, not the same change, despite shared auto-registration/docs edits." + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with separate code paths and assets." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model registry files are not enough." + "reason": "Molmo and CTSM are different model PRs; shared files are broad integration points, not the same change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated additions with only generic framework overlap." + "reason": "Molmo2 and CTSM target different models and do not look like one underlying bug or patch." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are different models; overlap is limited to shared transformer registry files." + "reason": "CTSM and Step3p7 are separate model additions; overlap is only in standard auto-mapping/docs infrastructure." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both are Step 3.7 Flash-related, but 46562 is the core model implementation while 46658 is a WIP script/demo bundle for building or converting a mini model; not the same concrete code-path change." + "reason": "Although both concern Step3p7 Flash, #46562 is the actual model integration while #46658 is a WIP script/data-conversion repo for mini-model generation and debugging, not the same concrete code-path change." } ] }, @@ -21454,7 +21643,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21491,139 +21680,139 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "27f1b3e790dca36b6a6f0522f5b7b5afe1b14c50fa6ed5fbde5de3b04c34b19f", + "prepared_review_unit_hash": "c280e1ba4680a5c25234b3868e1685b47a97b3af14559fc9ab038e2a602d67c7", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 16, - "serialized_chars": 21719, - "estimated_input_tokens": 5430, - "estimated_eval_tokens": 11116 + "serialized_chars": 21724, + "estimated_input_tokens": 5431, + "estimated_eval_tokens": 11118 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 16, - "serialized_chars": 21719, - "estimated_input_tokens": 5430, - "estimated_eval_tokens": 11116 + "serialized_chars": 21724, + "estimated_input_tokens": 5431, + "estimated_eval_tokens": 11118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair around YOLOS device-mismatch fixes. Most other PRs are unrelated and should not be merged as duplicates.", - "confidence": 0.87, + "summary": "This cluster is mostly a set of unrelated PRs across different subsystems. The notable overlap is the YOLOS pair: PR 46886 is a smaller, related fix for the same device-mismatch bug, and PR 46922 expands that same change with an additional YOLOS hardening tweak.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR: it addresses the same YOLOS device_map bug as 46886, is tied to the explicit issue target, and contains the more complete fix (the device move plus the related no-split-module adjustment).", + "canonical_pr_reason": "PR 46922 is the strongest canonical PR: it fixes the YOLOS device-mismatch in the shared forward path, targets the same issue as 46886, and also includes the broader YOLOS model hardening change.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only clear code-fix duplicate because it directly fixes the YOLOS device mismatch and subsumes the smaller patch in 46886.", + "best_pr_reason": "PR 46922 is the best representative for the cluster because it subsumes the smaller YOLOS-only fix in 46886 while adding the related model-level adjustment; the rest of the PRs are distinct fixes in other areas.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test cleanup vs. unrelated CLIP/ViT test edits; no shared bug or concrete change." + "reason": "Different models and test-only changes; no same underlying bug or mergeable shared fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes are unrelated to the FP8 dequant/loading fix." + "reason": "Whisper tokenizer/test work versus FP8 loading/dequant work; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different areas and problems: Whisper decode logic vs. generation watermarking validation." + "reason": "Whisper decoding tests and generation watermarking validation are different issues." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer fix and YOLOS device-mismatch fix are unrelated." + "reason": "Whisper tokenizer fixes and YOLOS device placement fixes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Bogus model tests vs. CI memory/setup changes for Phimoe; not the same underlying issue." + "reason": "CLIP/ViT test failures are unrelated to Phimoe CI environment changes." }, { "left": "pull_request:43665", "right": "pull_request:46870", "accept": false, - "reason": "Model test placeholders are unrelated to ASR pipeline model-type routing." + "reason": "Model test fixes are unrelated to ASR pipeline model-type routing." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only edits for CLIP/ViT do not match the FP8 dequant/loading bug fix." + "reason": "Test assertion edits versus FP8 dequant/model-loading changes are not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No overlap beyond being PRs; one is test noise, the other is generation/watermarking behavior." + "reason": "Different subsystems and failure modes; not a duplicate change." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes are not the same change as the YOLOS fix." + "reason": "Different models and different code paths; no overlap in the concrete fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI infrastructure are different bugs." + "reason": "FP8 quantization/dequantization work is unrelated to CI memory/device-map testing." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 quantization/load conversion vs. generation config validation." + "reason": "Distinct backend and validation changes; not the same underlying issue." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fix is unrelated to YOLOS device placement." + "reason": "FP8 dequant fixes and YOLOS device placement fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and CI memory patching are unrelated changes." + "reason": "Generation config validation and CI infrastructure fixes are different problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking/generation config work does not match the YOLOS device bug." + "reason": "Generation watermarking validation and YOLOS device placement are different bugs." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI fixes are unrelated to YOLOS model runtime behavior." + "reason": "CI memory-limit/device-map infrastructure is not the same change as the YOLOS model fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both fix the same YOLOS device-mismatch problem in the same file; 46922 is the broader version of the same change." + "reason": "Both address the same YOLOS device-mismatch bug in the same forward code path; 46922 is a broader variant that plausibly subsumes 46886." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are clearly unrelated, and the only well-supported duplicate pair is 46886/46922 on the same YOLOS device-mismatch bug. The canonical/representative choice is conservative, and the accepted pair looks mergeable as a single bugfix PR." + "accept": false, + "feedback": "The cluster summary is slightly overstated: PR 46886 is not \u2018unrelated\u2019\u2014it shares the same YOLOS issue target and the same model file as 46922, and the packet explicitly marks that pair as a plausible same-bug overlap. The acceptance of 46886\u219446922 is reasonable, but the narrative should describe 46886 as a related/smaller variant of the same fix rather than lumping it in with unrelated PRs." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21631,7 +21820,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21650,7 +21839,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a940ac07c7d8af4269b9fc5fb4a5f1deb60f267f785bf15ee15e1ad51f9fa444", + "prepared_review_unit_hash": "30a2556ee88230029adfabf49429c4818b622e5a5e81e4ae0019033ab2d6d62c", "component_budget": { "node_count": 3, "item_count": 3, @@ -21672,30 +21861,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are distinct '[don't merge]' experiment/verification changes. They overlap superficially around CI/testing/workflow files, but they do not fix the same concrete code-path problem.", - "confidence": 0.97, + "summary": "All three items are separate '[don't merge]' test PRs touching different code paths (packaging/versioning, comment CI/workflow plumbing, and a workflow security gate). They are not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists in this cluster; the PRs change different mechanisms (setup/dependency/test tweaks vs. workflow trigger rewrites), so any single pick would be arbitrary.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43532 is the broadest and most feature-complete CI/test experiment, but it is still not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "43488 changes packaging/dependency/test files, while 46747 only switches a workflow trigger for a security gate. Different subsystems and different fixes." + "reason": "Different workflow areas and intents: one tweaks setup/versioning and test deps, the other changes the PR security gate trigger. No shared bug or mergeable fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/version/test tweak; 43532 rewrites several workflows and testing utilities. They share a test file, but not the same underlying change or bug." + "reason": "43488 is about packaging/version and pytest dependency setup; 43532 rewires multiple CI/workflow scripts and test utilities. They do not address the same concrete code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch CI workflows, but 43532 is about self-comment CI and related test/util changes, whereas 46747 changes the PR security gate trigger. Not the same concrete fix." + "reason": "Both touch CI workflows, but one is a broad self-comment CI refactor while the other only switches the security gate event. Different changes, not one underlying fix." } ] }, @@ -21709,7 +21898,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21725,7 +21914,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c766b58cbf56e15efe0b0513d6577c768d6090f4217a4da356c5421f1a129e63", + "prepared_review_unit_hash": "790400d940a50bd65fe8b8df6b034c14725202c785fc48f006173ffb562d50e9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21747,18 +21936,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: both add new promptable segmentation pipelines, but they target different tasks, different model integrations, and different concrete code paths.", - "confidence": 0.93, + "summary": "These are closely related feature PRs, but they implement different pipelines for different segmentation tasks and model stacks, so they should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different pipeline implementations, model/test coverage, and task docs.", + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they share scaffolding but target different tasks and code paths.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader/more substantial PR, covering more model integrations and tests, so it is the better representative of the cluster.", + "best_pr_reason": "No single best PR for a duplicate cluster, because these are separate feature additions rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: concept segmentation vs visual segmentation. The overlap is mainly shared docs/registration scaffolding, not the same underlying change." + "reason": "Reject: both add new pipeline/documentation scaffolding, but the concrete features differ. 43612 is for promptable concept segmentation (SAM3-focused), while 43613 is for promptable visual segmentation (SAM/EdgeTam/SAM2/SAM3 tracker). They are adjacent features, not the same bug or change, and should not be collapsed into one PR." } ] }, @@ -21772,7 +21961,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21788,7 +21977,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "cf52ad3d2a73780fac1fd7c4f137303b2ae4242766d67d7888b0aa6bfbcf82bd", + "prepared_review_unit_hash": "49015dbe288111c2628a20b8b413c12c8c8db653ea6a1f0ae731387b6fd2d612", "component_budget": { "node_count": 2, "item_count": 2, @@ -21810,18 +21999,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same trainer file but address different extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are related in theme but not duplicates.", + "summary": "These two PRs both touch `trainer.py` but address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering for custom trainers. They are not the same underlying bug/change, so the soft edge should be rejected.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR for this cluster because the PRs solve different problems in the same file rather than duplicating one another.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43651 is the better representative of the cluster because it is a focused trainer-behavior change with a clear user-facing effect; 43663 is a separate internal refactor for column filtering.", + "best_pr_reason": "Neither PR is a strong global representative of the other; if forced, PR #43651 is slightly more self-contained, but it still does not represent the unrelated column-filtering change in PR #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both modify src/transformers/trainer.py, but they target different code paths and problems: 43651 changes training_step loss scaling for gradient accumulation, while 43663 extracts signature-column filtering for custom trainer overrideability. Shared file alone is not enough to treat them as the same change." + "reason": "Different code paths and goals: #43651 changes gradient accumulation loss scaling, while #43663 adds an override hook for signature column filtering. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -21835,7 +22024,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21851,7 +22040,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "ab996854e7ea5d75d2ef167ec8b1a3da156abcffa80b8f9ade2e586d818bdcf0", + "prepared_review_unit_hash": "eb55fa5cb17605ff1f21f91c37518b1dd97fe140c8adc6cde9199243bbe433b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21873,18 +22062,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target related TypeAdapter NameError problems in the same CLI file, but they appear to fix different runtime causes rather than the same exact bug.", - "confidence": 0.84, + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about `TypeAdapter`-related CLI import/type-annotation failures, but they appear to fix different concrete failure modes: one is a broader annotations/import cleanup, the other specifically handles `pydantic` being absent. They are related, but not the same underlying change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader and more direct fix for the CLI TypeAdapter NameError, with a larger runtime-annotation cleanup in serve.py and a title that matches the reported bug closely.", + "canonical_pr_reason": "PR #43656 is the better canonical representative because it has more discussion/review activity and appears to address the broader CLI `TypeAdapter` NameError path, while #43842 is a narrower follow-up for the no-pydantic case.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best representative of the cluster because it addresses the underlying annotation-evaluation problem in the CLI more generally, rather than only a narrow optional-dependency import path.", + "best_pr_reason": "PR #43656 is the strongest standalone candidate among the two: it has the higher activity, the explicit issue link, and a broader fix footprint in the same CLI module.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch serve.py and mention TypeAdapter NameError, but #43656 fixes postponed-annotation/runtime typing issues broadly, while #43842 specifically guards the TypeAdapter import when pydantic is absent. They do not look like the same concrete bug or a single mergeable change." + "reason": "Do not merge as duplicates: #43656 is a broader type-annotation/import fix in `serve.py`, while #43842 specifically makes `TypeAdapter` safe when `pydantic` is not installed. Same file and same theme, but different concrete bugs and not one mergeable change." } ] }, @@ -21898,7 +22087,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21964,7 +22153,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22077,12 +22266,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "dc9ff42294aa7ca9265154f7dd5214676279b5d8faa7979756b4b9e44ef2c126", + "prepared_review_unit_hash": "890946ec2116d309130b56fb424b116c3e5ee71c455fdcde6520fa0a265175e2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -22099,192 +22288,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad multi-model migration to standardized output tracing/decorators. Most pairs are only thematically similar; the clear duplicate-like edges are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", - "confidence": 0.91, - "canonical_issue_reason": "No issue artifact is present in the cluster; #43979 is the shared umbrella tracking issue referenced by many of these PRs.", - "canonical_pr_reason": "44722 is the best canonical PR: it directly targets the shared refactor and captures the GPT-J/CodeGen output-tracing change in one coherent implementation.", + "summary": "Mostly a broad family of standardized output-tracing refactors across different models, not one single duplicate change. I only accepted pairs that target the same concrete model/code path (GPT-Neo and GPT-J/CodeGen variants).", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical representative: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, and its scope matches the same concrete code path as the other accepted GPT-J variants. The rest of the cluster is mostly separate model-by-model migrations.", "best_issue_reason": null, - "best_pr_reason": "44722 is the most representative PR for the family, with an explicit issue link and the broadest concrete implementation of the same refactor.", + "best_pr_reason": "44722 is the strongest single PR representative of the duplicated GPT-J/CodeGen change set because it covers the same files and refactor pattern in a more complete form than earlier iterations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue is not enough." + "reason": "Different model families (CVT/FNet vs GPT-J); same issue target alone is not enough to make this a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; both are output-tracing refactors, but not the same code path." + "reason": "Different models and code paths; both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both hit the same GPT-J output-tracing code path; 44066 is a broader variant that also includes CodeGen." + "reason": "Both are GPT-J/CodeGen output-tracing refactors in the same code path and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and code paths (RegNet/ResNet/RT-DETR vs EfficientNet)." + "reason": "Different backbones (ResNet/RegNet/RT-DETR ResNet vs EfficientNet); same refactor theme, but not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and independent refactors; only the umbrella issue is shared." + "reason": "EfficientNet and GPT-J are unrelated concrete code paths despite both being output-tracing cleanup." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete changes." + "reason": "Different models (GPT-J/CodeGen vs EfficientNet); only the refactor style is similar." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate model-specific refactors, not one duplicate bug." + "reason": "MobileNetV2 and DeBERTa V2 are separate model implementations, so these are not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR output tracing; same theme, different code path." + "reason": "GPT-J/CodeGen vs MGP-STR: same broad tooling change, but different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file family." + "reason": "Both target GPT-Neo output tracing in the same model/file family and appear to be the same underlying refactor." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated model implementations." + "reason": "GPT-J/CodeGen and MPT are unrelated implementations; not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; shared pattern only, not the same fix." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model paths, so this is not one duplicate PR." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and GPT-J are different concrete implementations, despite similar decorator migration." + "reason": "GPT-Neo and ResNet are unrelated models; both are standardized-output refactors only at a theme level." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen touch different model code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate refactors in different files." + "reason": "ResNet vs GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and ResNet are different model families; same refactor style only." + "reason": "GPT-Neo and MPT are different models; the shared decorator pattern is too broad to merge them." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated concrete code paths." + "reason": "ResNet and MPT are unrelated backbones." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J are adjacent but distinct model code paths, so these are not the same PR change." }, { "left": "pull_request:44068", - "right": "pull_request:44076", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and ImageGPT are separate model-specific changes." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "GPT-Neo vs Flaubert: different implementations, same general refactor theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen do not share the same concrete change." + "reason": "MPT and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete refactors." + "reason": "GPT-Neo and MGP-STR are not the same concrete bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model-specific changes." + "reason": "GPT2 and MGP-STR are different models; the similarity is only at the decorator refactor level." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model families." + "reason": "ViLT and Flaubert are distinct model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete code paths." + "reason": "GPT2 and GPT-J/CodeGen are related only by broad refactoring style, not the same code path." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model implementations." + "reason": "SegFormer and LongT5 are unrelated models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert are separate code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different concrete model changes." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model families." + "reason": "MPNet and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are distinct model paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are separate model-specific output-tracing changes." + "reason": "RegNet and SegFormer are different models." }, { "left": "pull_request:43997", @@ -22296,163 +22521,163 @@ "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are distinct model implementations." + "reason": "MPT and ImageGPT are different model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated changes." + "reason": "TextNet and Flaubert are separate code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and GPT-Neo are unrelated model families." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate concrete refactors." + "reason": "MPNet and LongT5 are different model changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 do not fix the same underlying change." + "reason": "RegNet and LongT5 are unrelated; same issue target does not make them duplicates." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific refactors." + "reason": "TextNet and LongT5 are distinct code paths." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model code paths." + "reason": "GPT-Neo and LongT5 are different models." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are separate implementations." + "reason": "SqueezeBert and MPT are unrelated models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific changes." + "reason": "SqueezeBert and ViLT are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model families." + "reason": "GPT-Neo and SpeechT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different concrete output-tracing changes." + "reason": "RegNet and TextNet are unrelated model families." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + "reason": "SqueezeBert and GPT-Neo are different models." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are separate model refactors." + "reason": "RegNet and SpeechT5 are not the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model implementations." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are not the same underlying change." + "reason": "CVT/FNet and LongT5 are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are distinct model-specific refactors." + "reason": "CVT/FNet and SegFormer are separate backbones." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are separate model implementations." + "reason": "SqueezeBert and DeBERTa V2 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated concrete changes." + "reason": "DeBERTa V2 and TextNet are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 is a later, broader version." + "reason": "Same GPT-J/CodeGen output-tracing refactor line; 44722 is a later variant of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both center on the same GPT-J output-tracing change; 44722 also includes CodeGen." + "reason": "Both touch the GPT-J output-tracing refactor in the same model/file and could be merged as one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J output tracing and SpeechT5 output tracing are different code paths." + "reason": "GPT-J/CodeGen and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "They share the same umbrella theme but cover different model backbones and implementations." + "reason": "CVT/FNet and ResNet/RegNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different concrete changes." + "reason": "DeBERTa V2 and SpeechT5 are different model paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are unrelated model implementations." + "reason": "DeBERTa V2 and ViTS are unrelated models; same refactor theme only." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model-specific output-tracing changes." + "reason": "FocalNet and ImageGPT are different backbones; not the same duplicate change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies the cluster as a broad standardized-output-tracing migration, and the accepted soft edges stay within the same concrete model/file families (GPT-Neo and GPT-J/CodeGen). The rejected edges are conservative and mostly rely on shared theme or umbrella issue alone, which is not enough to merge them into a single bugfix PR." + "feedback": "The summary is grounded in the packet: it treats the cluster as mostly broad standardized output-tracing migrations and only groups PRs that clearly share the same concrete code path. The accepted soft-edge pairs are conservative and mergeable into single PRs for the same bugfix (GPT-Neo variants; GPT-J/CodeGen variants)." }, "evaluator_used": true, "retried": false, @@ -22463,7 +22688,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22487,12 +22712,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "9d1c34d1741458e842c2335bfae1c682cb1f1c8f08dba694d36fc66d7cf59d3d", + "prepared_review_unit_hash": "5f8a3ab61ab5500e14da5bfb03c29ca0841c499c30574bb547099c10c6dc110f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, + "serialized_chars": 84508, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -22500,51 +22725,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "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 PRs share a common theme\u2014migrating model forward passes to standardized output-capture utilities\u2014but they touch different model code paths, so they are related refactors rather than duplicates.", - "confidence": 0.95, + "summary": "These PRs are all model-specific refactors to standardized output tracing, but they target different architectures and code paths. They are thematically similar, not duplicate changes to the same bug or feature, so the soft edges should not be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change is model-specific (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). If a representative is needed, PR 44129 is the strongest candidate because it has an explicit issue target and the most complete output-tracing rewrite.", + "canonical_pr_reason": "If a representative PR is needed, 44129 is the strongest candidate because it has an explicit issue target and a concrete, well-scoped SpeechT5 output-capture refactor. It is still not a duplicate of the other model-specific PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the cluster\u2019s theme: it has an explicit issue link, a substantive refactor, and clear standardized output-capture changes, while the others are similar but isolated to different models.", + "best_pr_reason": "44129 is the best single representative of the theme because it is tied to an explicit issue and makes a concrete code-path change. The others are parallel migrations in different models, not one shared fix.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor pattern, but different model implementations and code paths. This is not a single concrete change that could be merged as one PR." + "reason": "Same refactor theme, but different models and different files/code paths. Not the same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct model backends with different implementation details. Not the same underlying bug/change." + "reason": "Both are output-tracing refactors, but for different architectures (MPNet vs VisualBert). Too broad to treat as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different refactor shapes; they share a maintenance pattern only, not a duplicate fix." + "reason": "Both are model-specific output-capture migrations, but they touch different model implementations and are not one mergeable change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths. Similar standardized-output migration, but not the same concrete change." + "reason": "RegNet and SqueezeBert are separate model implementations; similar decorator migration does not make them duplicate PRs." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and different output-tracing implementations; 44129 is tied to SpeechT5-specific layer behavior and an explicit issue, so it is not a duplicate of SqueezeBert." + "reason": "Different models and different refactor scopes. The shared standardized output tracing theme is not enough to merge them as one PR." } ] }, @@ -22558,7 +22783,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22624,12 +22849,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "058e2b674f763390a24a12bcf78aedbed6e0a3ce76adcc0024179cd08046fb70", + "prepared_review_unit_hash": "e802bb08bd5887bcfd088c749ad235a330d6a6cc3d138da9c007a45b8ebcfd00", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, + "serialized_chars": 40180, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22637,7 +22862,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, + "serialized_chars": 40180, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22646,252 +22871,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad theme of output-tracing refactors, but they target different model implementations and forward paths, so they are not duplicates of one concrete change.", - "confidence": 0.95, + "summary": "This cluster is a broad theme of output-tracing refactors across many unrelated model implementations, not a set of true duplicate changes. The PRs share wording and helper usage, but they target different code paths and would not plausibly be merged into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it is a broader output-tracing refactor spanning two related Mamba model files and introduces the shared capture/output plumbing seen across the group.", + "canonical_pr_reason": "PR 44025 is a good representative because it is a self-contained output-tracing refactor and touches two closely related files in the same model family; however, the cluster as a whole is not a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single anchor for this cluster because it has the broadest scope and the clearest shared tracing plumbing, making it the most representative refactor among the PRs.", + "best_pr_reason": "PR 44025 is the most representative single PR for the cluster\u2019s theme, but only as a cluster exemplar, not as a duplicate canonical fix.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but timm_backbone and upernet are different model code paths and not the same underlying fix." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Same theme, but timm_backbone and vision_text_dual_encoder are unrelated implementations with different forward behavior." + "reason": "Unrelated model implementations; both mention output tracing but do not fix the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Both touch output handling, but timm_backbone and univnet are separate model paths and cannot be merged as one fix." + "reason": "Different subsystems (vision backbone vs audio generation); no shared concrete code path." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These are different model families; the similarity is only in refactoring style, not a shared bug or change." + "reason": "Separate model families and files; too broad to be one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv have distinct forward paths; this is a thematic similarity, not a duplicate change." + "reason": "Timm backbone output handling is unrelated to RWKV layer tracing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model code paths, so this is not the same concrete fix." + "reason": "MobileNetV1 and UnivNet are unrelated models; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both are refactors, but MobileNetV1 and UperNet have different output behavior and cannot be treated as one PR." + "reason": "Different model families and file targets; shared refactor pattern is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are different model implementations; only the refactor pattern matches." + "reason": "MobileNetV1 vs Depth Anything are unrelated implementations and cannot be merged as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These modify different model wrappers and forward signatures, so they are not duplicates." + "reason": "Different model code paths; same helper usage does not imply duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated code paths; same broad subsystem is not enough." + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated; no common concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are separate architectures; the overlap is only the tracing refactor theme." + "reason": "Vision-text dual encoder vs UnivNet are unrelated; only the refactor wording matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are different model paths with different output contracts, so they are not the same underlying change." + "reason": "Different models and outputs; not the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder and the Mamba PR target unrelated models; not mergeable as one concrete fix." + "reason": "Vision-text dual encoder and Falcon/Mamba changes are separate model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same style of cleanup, but different model code paths and forward APIs." + "reason": "No shared concrete behavior beyond output-tracing refactor style." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; the shared label is only output-tracing refactor." + "reason": "Unrelated audio and segmentation models; cannot be treated as duplicate fixes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "These touch different model families and do not fix the same concrete bug." + "reason": "UnivNet and Mamba/Falcon-Mamba target different code paths and frameworks." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and DepthAnything are distinct model paths; not a single duplicate PR." + "reason": "Different model families and files; same broad theme only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model code paths, so this is only thematic similarity." + "reason": "UperNet segmentation vs RWKV language model tracing are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These are different model implementations with different forward/output behavior." + "reason": "Different model stacks and implementations; not plausibly one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba and SuperPoint are unrelated code paths; same refactor style, not same change." + "reason": "Mamba/Falcon-Mamba refactor is unrelated to SuperPoint feature extraction output changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen are different model implementations, so they are not duplicates." + "reason": "Different model families and code paths; not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated model code paths; similar tracing refactor only." + "reason": "Timm backbone output tracing and CodeGen internals are separate model changes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different architectures and not the same concrete fix." + "reason": "UnivNet vs CodeGen are unrelated; same tracking theme only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated outputs/refactors, not one mergeable PR." + "reason": "Segmentation model refactor vs CodeGen tracing refactor are not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder and CodeGen modify different forward paths and cannot be merged as one fix." + "reason": "Vision-text dual encoder and CodeGen touch unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model wrappers; the overlap is only the refactoring pattern." + "reason": "Depth Anything and VisionEncoderDecoder are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are unrelated model paths, not a duplicate bug or change." + "reason": "Depth Anything and Speech Encoder-Decoder are separate changes, not one duplicate bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint target different architectures and output contracts." + "reason": "Depth Anything refactor is unrelated to SuperPoint output tracing." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are separate model implementations; no shared concrete fix." + "reason": "Different models and different code paths; cannot be merged as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different code paths, so this is not the same underlying change." + "reason": "Depth Anything and DPR are unrelated refactors despite similar helper usage." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated models; similar output-tracing work is not enough." + "reason": "VisionEncoderDecoder and RWKV are unrelated subsystems." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper implementations and not a single fix." + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are distinct model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "These are separate model paths with different output handling, so they are not duplicates." + "reason": "Different model families; the output-tracing refactor is only superficially similar." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated code paths despite both touching forward/output behavior." + "reason": "DPR and VisionEncoderDecoder have no shared concrete bug or change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are different architectures; only the refactor theme matches." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are not the same underlying bug or code change." + "reason": "Speech encoder-decoder refactor is unrelated to RWKV tracing changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR modify different model-specific output paths." + "reason": "Different model families and file targets; not one duplicate PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations, so this pair is not a duplicate." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different code paths; the shared theme is too broad." + "reason": "SuperPoint output changes are unrelated to DPR model forwarding." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct model families with different output contracts, not one mergeable change." + "reason": "RWKV and DPR are different model families with separate implementations." } ] }, @@ -22905,7 +23130,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22921,7 +23146,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "aa0a71ceba6b29f1eaab3bc7db2491e97acb16b52f6023f3b5d30eba9ee5df91", + "prepared_review_unit_hash": "6f0565c1a146ffa5b6c357a043f795756014670e78ddbf1df75e1a93e974c293", "component_budget": { "node_count": 2, "item_count": 2, @@ -22943,18 +23168,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated model-addition efforts: one adds PenguinVL, the other adds Voxtral TTS. The shared auto-registration/docs files are expected boilerplate and do not indicate the same underlying fix.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that only overlap at the level of Transformers scaffolding for new models. They do not appear to fix the same code-path problem or belong in one merged change set.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "45401 is the better representative of its topic because it is explicitly tied to issue #45027 and has a narrower, well-scoped Voxtral TTS implementation. 44662 is a separate PenguinVL model addition.", + "canonical_pr_reason": "PR #45401 is the better anchor for the cluster because it is explicitly tied to issue #45027 and presents a self-contained Voxtral TTS integration. PR #44662 is also a model-addition PR, but it is a separate PenguinVL implementation with no issue linkage.", "best_issue_reason": null, - "best_pr_reason": "45401 is the stronger overall PR in this cluster: it is issue-linked, more focused, and easier to reason about as a standalone change. 44662 is broader and belongs to a different model family.", + "best_pr_reason": "PR #45401 is the more suitable representative PR: it has a clear product target, an explicit issue reference, and a narrower, well-scoped integration. PR #44662 is a distinct model implementation and should not be treated as a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these implement different models (PenguinVL vs Voxtral TTS) and do not appear to fix the same concrete code-path problem. Shared framework/docs files are just model-integration boilerplate." + "reason": "They are different model integrations (PenguinVL vs Voxtral TTS). Shared docs/auto-registration/model files are generic new-model scaffolding, not evidence of the same underlying bug or change." } ] }, @@ -22968,7 +23193,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22984,12 +23209,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8b211751f9d6a68b9440d8533a199f3821fd06aef9e7594640de4424fe5e1219", + "prepared_review_unit_hash": "649b47787a322cd102313d38046cd486d1543f091d34550537ca1452c0587a2b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -22997,7 +23222,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -23006,18 +23231,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are not duplicates. PR 44965 rewrites a docs workflow to convert PRs to draft, while PR 46845 changes CI branch routing and includes an unrelated modeling_utils edit. The soft similarity is superficial only.", - "confidence": 0.98, + "summary": "The two PRs are not duplicates: #44965 rewrites a workflow to convert PRs to draft, while #46845 changes CI branch routing and includes a dummy model file edit. They address different code paths and different underlying purposes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical exists here; if one PR must represent the cluster, 46845 is the more substantive change, but it is not the same underlying change as 44965.", + "canonical_pr_reason": "No clear canonical PR: #44965 and #46845 are unrelated exploratory changes touching different workflows/code paths.", "best_issue_reason": null, - "best_pr_reason": "46845 is the better representative of the set because it contains the more meaningful CI-related change, whereas 44965 is a separate workflow rewrite with a different purpose.", + "best_pr_reason": "No single best PR for a duplicate cluster; neither PR is a good representative of the other because they solve different problems.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: the PRs address different problems and code paths. 44965 changes a workflow to convert PRs to draft, while 46845 updates CI branch handling and touches modeling_utils; they could not plausibly be merged as one fix." + "reason": "Different changes and intents: #44965 is about changing PRs to draft via a workflow, while #46845 adjusts CI branch selection and includes an unrelated placeholder code edit. They are not the same underlying fix and would not be merged as one PR." } ] }, @@ -23031,7 +23256,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23047,12 +23272,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "b9c3586792d8230f19978f6d41d7fe39b61b2a763912b8f4f7be720643e0a3c4", + "prepared_review_unit_hash": "3441ffa787956953558bb7b8370c216cc35d096fd7a2d09e335c36edd4d1d202", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23060,7 +23285,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23069,18 +23294,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to module/kernel fusion, but they implement different layers of the feature: one adds a general Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not the same underlying change and should not be deduplicated.", - "confidence": 0.9, + "summary": "The two PRs are related by the general idea of fusion, but they implement different features and code paths: one adds a generic module-fusion API, the other wires in n-to-1 kernel fusion through KernelConfig and related integrations. They should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical representative for the cluster because it introduces the core Module Fusion API and test coverage; PR #45363 is a separate integration of KernelConfig-based kernel fusion built on top of that broader idea.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation of fusion and touches the actual model/integration code path, whereas #44979 is a broader API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best single representative because it is the more foundational, self-contained feature PR. PR #45363 is narrower and more implementation-specific, so it is less representative of the overall fusion topic.", + "best_pr_reason": "PR #45363 best represents the cluster because it specifies a concrete fusion mechanism (KernelConfig-based n-to-1 kernel fusion) rather than only introducing a generic abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: #44979 adds a new module fusion abstraction/API, while #45363 adds KernelConfig-driven n-to-1 fusion plumbing and an example. Related area, but not the same bug or mergeable PR." + "reason": "Different underlying changes: #44979 introduces a generic Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration wiring. They are related, but not the same fix or feature." } ] }, @@ -23094,7 +23319,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23110,7 +23335,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f23bce768d1eecdc60303c90ba6042ff7a649c61ec10e87393b098a7ee1b1923", + "prepared_review_unit_hash": "bc174d5b46e0743ce30a5adb391be867b74f8b15edcfe26f48e3fdd12c29a558", "component_budget": { "node_count": 2, "item_count": 2, @@ -23132,18 +23357,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patch bug in `tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it also adds tests.", - "confidence": 0.97, + "summary": "Both pull requests patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; the second PR is a slightly fuller version with tests, so they look like duplicate fixes for one code-path bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also includes test coverage and a clearer title for the AttributeError path.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of this cluster: same concrete bug fix, plus tests, making it the most merge-ready and informative.", + "best_pr_reason": "PR 45317 is the best PR choice: same underlying fix, same issue target, and it adds tests while 45086 is the minimal code-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying code-path bug in `_patch_mistral_regex` with the same one-line fix; 45317 is essentially the tested, slightly expanded version of 45086, so they look like duplicate PRs for the same change." + "reason": "Same bug, same changed code path in tokenization_utils_tokenizers.py, same issue target 45081, and the second PR is a superset with tests; these could plausibly be merged into one PR." } ] }, @@ -23157,7 +23382,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23173,7 +23398,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "677e3b5d98aa1c7786cc7c1b3b65013868eb55a9aa1b7941994e8b2e798120a4", + "prepared_review_unit_hash": "97e019f724c147f7ef3109f82a9c18c95052dbedd50251889a08d699a1f48706", "component_budget": { "node_count": 2, "item_count": 2, @@ -23195,18 +23420,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH-related PRs, but they are not duplicates: one is a refactor/conversion-mapping cleanup, the other is a broader feature split adding NemotronH dense/sparse model variants, docs, and tests.", - "confidence": 0.88, + "summary": "These PRs are related to NemotronH, but they address different changes: #45115 is a narrower refactor/conversion-mapping update for inheriting GraniteMoeHybrid, while #45569 is a broader model split introducing nemotron_h_dense/sparse plus docs/tests. They should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-visible implementation: it introduces the dense/sparse model split, updates auto-mapping/docs, and includes tests.", + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH family change and includes the new dense/sparse model files, docs, and tests. PR #45115 is a narrower refactor focused on conversion and inheritance.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative of the cluster since it covers the main architecture change and its surrounding API/docs support, whereas #45115 is a narrower refactor/conversion-mapping update.", + "best_pr_reason": "PR #45569 is the strongest standalone candidate: it makes the concrete product change (new NemotronHDense/NemotronHSparse support) and is more likely to be the primary landed implementation. #45115 is a smaller preparatory/refactor PR.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both concern NemotronH, but they do not appear to fix the same concrete code-path problem. #45115 focuses on conversion-mapping and inheritance/refactor work, while #45569 introduces a broader dense/sparse model split with docs and tests. They would not plausibly be merged as one PR." + "reason": "Not the same underlying fix/change. #45115 is a refactor and weight-conversion mapping update for NemotronH inheritance, while #45569 introduces separate dense/sparse model variants and documentation. They overlap in shared core files but are not mergeable as one duplicate PR." } ] }, @@ -23220,7 +23445,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23236,40 +23461,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f0e3aef2b3a89697a70686e666fcee532485f165f510bd12597ead200d2ea9f6", + "prepared_review_unit_hash": "7ddeb2c02f5d9db1e6c564f529f4cadadfdf3d9f2f9b0f2758abf5a3a9f42b60", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related but not duplicates: #45333 adds per-layer heterogeneous configuration support, while #45332 extends that work into full heterogeneous model/runtime support. They overlap on the config/doc/test scaffolding, but they target different scopes and code paths.", - "confidence": 0.9, + "summary": "These are closely related but not the same change: PR 45333 adds per-layer heterogeneous configuration support, while PR 45332 extends that into broader heterogeneous model/runtime support. They overlap on shared config/docs/test scaffolding, but the code paths and scope are different enough that I would not collapse them as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change and appears to subsume the configuration work while adding the model/runtime pieces.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the better cluster representative because it is the broader, end-to-end heterogeneous modeling PR and subsumes the config-layer groundwork rather than only the configuration piece.", + "best_pr_reason": "PR 45332 is the better representative for the cluster because it covers the wider heterogeneous-model feature set, not just configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related scope, but not the same change: #45332 covers heterogeneous modeling/runtime integration across cache, masking, model utils, and model support, while #45333 is limited to per-layer config plumbing. They could be sequential PRs, not one duplicate PR." + "reason": "Related but not duplicate: 45333 is configuration-only, while 45332 adds broader heterogeneous modeling/runtime support and touches additional code paths. They could be sequenced, but they are not the same concrete fix/change." } ] }, @@ -23283,7 +23508,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23299,7 +23524,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a91af0794df3a69dd19919667b2a0e36349d231dfe89488b0940c4494557c823", + "prepared_review_unit_hash": "137257cc27a2595eb559ca953e0a90fe2a94c1527c3c8506ca1d6018cd20d3ac", "component_budget": { "node_count": 2, "item_count": 2, @@ -23321,18 +23546,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-focused PRs, but they are not the same change: one is a broad repository-wide type-checking sweep, while the other is a narrower typing support update centered on `_typing.py` and `modeling_utils`-related protocols.", - "confidence": 0.89, + "summary": "Both PRs are type-checking/typing-related, but they address different changes: #45415 is a broad mypy/typing cleanup across many `src/transformers/*` files, while #45425 adds specific typing aliases/protocols to support `modeling_utils` and PEFT integration. They are not the same underlying fix, so this should not be merged as a duplicate pair.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more coherent concrete typing change: it introduces specific helper protocols and typing aliases used by `modeling_utils` and related code. PR 45415 is a much broader type-checking sweep across many files.", + "canonical_pr_reason": "PR #45415 is the broader representative of the cluster because it targets widespread type-checking cleanup across many modules and config, whereas #45425 is a narrower typing-support change.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative PR for the cluster because it is focused on one typing problem domain and appears more self-contained; 45415 is too broad and mostly a repo-wide annotation pass.", + "best_pr_reason": "PR #45415 is the best single representative if one must be chosen, since it spans the largest portion of the observed typing work and is more central to the cluster theme.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share some touched files, but they address different scopes: 45415 is a broad annotation/type-checking sweep, while 45425 adds specific typing aliases/protocols for modeling utilities. They do not look like the same underlying change." + "reason": "Different concrete changes: #45415 is broad type-checking enablement and ignore tuning across many files, while #45425 adds specific typing protocols/aliases for modeling_utils/PEFT. Shared files and subsystem are not enough to treat them as the same fix." } ] }, @@ -23346,7 +23571,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23362,7 +23587,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "fcc16111e712199093ec244257c70540cc898355d82270f159fca746a4b8dfa4", + "prepared_review_unit_hash": "1efed35ad68af6364a43123f6957355f9a120c836742e2cc05f74e0c372f9681", "component_budget": { "node_count": 2, "item_count": 2, @@ -23384,18 +23609,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests concern expert-parallelism loading behavior, but they fix different concrete failure modes: 45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while 45662 targets EP + FSDP2 where experts can be overwritten by rank-0 broadcast/post-shard handling. They are related by subsystem, not the same underlying change.", - "confidence": 0.95, + "summary": "Both PRs touch expert-parallel loading, but they fix different bugs on different code paths: one is about config serialization and accelerate/ZeRO-3 loading, the other about FSDP2 sharded parameter assignment and rank-0 broadcast overwrites. They are related but not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45662 is the better representative PR because it addresses a concrete EP loading overwrite bug with a broader, more explicit fix across the loading path and EP integrations.", + "canonical_pr_reason": "If a single representative is needed, PR #45662 is the better canonical PR because it targets a more concrete runtime corruption bug in the EP loading path and includes the main code-path fix rather than a mostly compatibility/serialization adjustment.", "best_issue_reason": null, - "best_pr_reason": "45662 is the strongest standalone PR in this cluster: the title and diff point to a specific bug (experts being silently overwritten) and the code changes align with that failure mode.", + "best_pr_reason": "PR #45662 is the stronger standalone fix: it addresses a specific data-overwrite failure mode during EP/FSDP2 loading, has a clear symptom, and changes the relevant loading machinery directly.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP-loading area, but different bugs and code paths: 45548 is about serialize/config handling for accelerate+ZeRO-3, while 45662 is about post-shard wrapping and rank-0 overwrite in FSDP2." + "reason": "They share the expert-parallel theme, but #45548 fixes distributed_config serialization and accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes FSDP2 expert parameters being overwritten by rank-0 broadcast. Different underlying bugs and not safely mergeable into one PR." } ] }, @@ -23409,7 +23634,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23425,40 +23650,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e5006ba79292d7e33f6f3a01301321f894b2378d0379bd78e7c2e592efc7ef69", + "prepared_review_unit_hash": "f9fd4b929b6e2376392cfcf56c68f6a53a007b62e0b743db68d0495df2651edf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist/captured_info logging collision in testing_utils, with PR 45645 expanding the fix to CI artifact collection as well. PR 45645 is the broader, more complete change set.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-related captured_info logging problem in test utilities; one is a narrower fix, the other bundles the generation fix with CI log collection changes, so they are duplicate/same-change candidates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file handling plus the workflow-side log aggregation needed to preserve multiple captured_info artifacts.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full end-to-end fix: xdist-safe file creation in testing_utils plus workflow changes to collect all captured_info artifacts in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the collision in the code path and also updates CI handling, making it the more complete end-to-end solution.", + "best_pr_reason": "PR #45645 is the strongest representative of the underlying bug/fix since it handles both producing separate artifacts per worker and reading them safely in CI, making it the more complete merge target.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same captured_info/xdist collision problem in the testing debug-log path, and PR 45645 looks like a superset that could plausibly absorb PR 45639's core change." + "reason": "Both PRs fix the same concrete captured_info xdist collision path in the test logging flow; #45645 is a superset of #45639's core change and could plausibly subsume it into one PR." } ] }, @@ -23472,7 +23697,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23488,7 +23713,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "0e2717cffb963ceaa8b8606f2ac72780343e88e0f9e771f96d3881e86274dace", + "prepared_review_unit_hash": "506211fc586356f6783d1e9c5de670dab9b692c54567f4627100da2ac2c2260f", "component_budget": { "node_count": 2, "item_count": 2, @@ -23510,18 +23735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs: one implements TRF003 across model forwards, the other adds TRF018 initialization-rule changes. They touch overlapping model files, but the underlying code paths and fixes are different, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These two PRs are both lint-rule implementation changes in Transformers, but they address different problems: one standardizes forward signatures/return handling (TRF003) while the other refactors weight initialization logic (TRF018). They overlap in some model filenames, but not in the underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the more focused representative: it addresses TRF003 by adding `can_return_tuple` and adjusting `forward` signatures/return handling across multiple model implementations.", + "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a focused, concrete scope around forward return handling and signature cleanup across model classes.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the best representative for the cluster because its scope is narrower and more directly tied to a single concrete rule change, making it easier to summarize as the canonical PR.", + "best_pr_reason": "PR 45720 is the best PR in this cluster because its change is narrower and more clearly tied to one specific code-path rule implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different fix patterns: TRF003 changes model `forward` return behavior, while TRF018 refactors weight initialization. Shared model files are incidental and not enough to indicate the same underlying change." + "reason": "Reject: PR 45720 implements TRF003 by changing forward return handling/signatures, while PR 46259 implements TRF018 by changing _init_weights initialization behavior. They touch some of the same model files but fix different code paths and would not plausibly be merged as one PR." } ] }, @@ -23535,7 +23760,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23601,7 +23826,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23620,12 +23845,12 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "5dcacce9dccc81055f460d5437752d45829d1572675b789b932580830d8cf682", + "prepared_review_unit_hash": "2d28991448b9b0a139a8aed023118262813037421fd71be46f3ffd30a15cf6b8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, + "serialized_chars": 7882, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23633,7 +23858,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, + "serialized_chars": 7882, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23642,30 +23867,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are only superficially similar because they all touch tests/CI, but they address different changes: grafana/telemetry plumbing, test migration/kernel coverage, and PEFT integration CI. I would not deduplicate any pair.", - "confidence": 0.93, + "summary": "These PRs are only loosely similar as CI/test-related work, but they do not fix the same underlying problem. The cluster appears to be a false positive: each PR targets a different change set and would not plausibly be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present; among the PRs, #46891 is the most coherent representative because it has the clearest concrete change set centered on PEFT integration and related CI/test plumbing.", + "canonical_pr_reason": "No true duplicate PR exists here; if one must be selected as the best representative, PR #46891 is the most focused and self-contained CI-related change.", "best_issue_reason": null, - "best_pr_reason": "#46891 is the best single representative: it has the most specific, self-contained purpose and a clearer code-path focus than the mostly infrastructure/test-migration PRs.", + "best_pr_reason": "PR #46891 is the cleanest representative of the cluster because it has a single coherent intent (PEFT integration CI) and a narrow diff compared with the broader, more mixed test/debug changes in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-related, but they change different things: #45932 is grafana/telemetry CI plus model config tweaks, while #46100 adds AltCLIP/ViT kernel and DDP tests. No shared concrete bug or mergeable single change." + "reason": "Both are test/CI-adjacent, but the diffs are unrelated: #45932 mixes Grafana/OTel workflow changes with model code edits, while #46100 is a test migration adding kernel/DDP test files. They are not the same bug/change." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "They only overlap on a workflow file. #45932 is testing grafana/otel plumbing with unrelated model edits, while #46891 is PEFT integration CI and peft.py/test-fetcher changes. Different underlying changes." + "reason": "They both touch the CI workflow file, but #45932 is a broad debug/test PR with model config changes, while #46891 is specifically about PEFT integration CI. Shared filename alone is not enough to treat them as duplicates." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "Both involve tests, but one is a kernel-test migration for AltCLIP/ViT and the other is PEFT integration CI with peft integration code. They do not fix the same code-path problem and would not plausibly merge as one PR." + "reason": "#46100 is a test migration and new model test suite, whereas #46891 changes PEFT integration and CI wiring. Different code paths and goals; they would not merge cleanly as one PR." } ] }, @@ -23679,7 +23904,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23695,12 +23920,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "6a0d4528e46620f371a11239f3aef067211851a9e8b39031b7a5fed07e83f67a", + "prepared_review_unit_hash": "204d0e74cd1b370d2e7e6cdd90dd9ea53ebbd9ea2e4d55cd3c48b77a1e7f6206", "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 }, @@ -23708,7 +23933,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23717,18 +23942,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR 46126 is a focused EP/Trainer integration feature, while PR 46269 is a broad distributed branch base touching many unrelated areas. The overlap in a few distributed files is not enough to merge them as the same change.", - "confidence": 0.96, + "summary": "Two unrelated pull requests in the distributed stack: one focused on EP/Trainer integration, the other a broad distributed branch base touching many subsystems. They are not the same change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more canonical change because it targets one concrete feature area (EP + Trainer integration) with a narrower, coherent scope. PR 46269 is a broad base branch update spanning many subsystems, so it is less suitable as the representative PR.", + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change: EP + Trainer integration with targeted edits in tensor parallel, utils, Qwen3 MoE config, and trainer code.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of a specific code-path change. PR 46269 is too wide and mixed to serve as a clean duplicate-triage anchor for this cluster.", + "best_pr_reason": "PR #46126 is the best representative for this cluster because it has a clear single feature goal and bounded scope, unlike #46269 which is an umbrella branch base spanning many unrelated distributed updates.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: despite shared distributed filenames, the PRs do not appear to fix the same concrete bug or implement the same change. 46126 is a targeted EP/Trainer integration PR, while 46269 is a broad distributed branch base that bundles many unrelated updates." + "reason": "Shared filenames are not enough here: #46126 is a specific EP routing/trainer feature, while #46269 is a broad distributed branch base with many unrelated changes. They do not look like the same concrete bug or change." } ] }, @@ -23742,7 +23967,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23794,208 +24019,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "e6a31b6b72a229c62c8b6c75abe8e43081cc6f631adf05fd77549696f2cd2f70", + "prepared_review_unit_hash": "be03ab53034eb26b9465300f6aed8630b48da508c2672aaab92643deaec0bb57", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25928, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25928, + "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 unrelated workflow-maintenance PRs. The pr-ci-security-gate items are thematically similar, but they change different security controls/steps, so they are not true duplicates under a strict mergeability test.", - "confidence": 0.91, + "summary": "This cluster is a loose similarity set of unrelated workflow-maintenance PRs. The only tight subcluster is several sequential edits to `.github/workflows/pr-ci-security-gate.yml`, but they address different hardening changes rather than the same bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most concrete and self-contained workflow-security hardening change in the set: it pins the downloaded monitor script, verifies its checksum, and clears HF_TOKEN before SSH.", + "canonical_pr_reason": "PR 46554 is the most central anchor in the only closely related subcluster: it is the earliest pr-ci-security-gate workflow update and shares the exact filename with 46558/46563/46716.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative PR for this cluster because it has the clearest behavioral impact and strongest security rationale, unlike the other mostly generic workflow tweak PRs.", + "best_pr_reason": "PR 46554 is the best representative PR by connectivity and filename overlap, though it is not a true duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; only the generic chore style is shared." + "reason": "Different workflows and unrelated changes (`self-comment-ci` vs `pr-ci-security-gate`)." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows: one changes self-comment CI input plumbing, the other hardens the PR CI security gate." + "reason": "Different workflows; no shared code path or same underlying fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow purposes and code paths; the edits are not the same change." + "reason": "Different workflows and distinct changes, not one mergeable fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different semantics; no shared concrete bug fix." + "reason": "Different workflows; the PRs solve unrelated CI issues." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "One updates self-comment CI stdin handling, the other tweaks commit-message matching in build image CI." + "reason": "Separate workflow files and different shell-quoting changes; not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger logic are unrelated changes." + "reason": "`ssh-runner.yml` vs `benchmark_v2.yml`; unrelated workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; no common underlying bug." + "reason": "Different workflows and different behavior changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not match reviewer-assignment checkout behavior." + "reason": "Different workflows; no same concrete bug or code path." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows with unrelated security/automation changes." + "reason": "`ssh-runner.yml` hardening is unrelated to `pr-ci-security-gate.yml` logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Not the same problem: SSH runner token handling vs PR CI gate permissions/result flow." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both touch CI workflows, but one is anti-slop permissions and the other is benchmark dispatch behavior." + "reason": "`anti-slop.yml` vs `benchmark_v2.yml`; unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different automation concerns." + "reason": "Different workflows; no shared bug or code path." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci image triggering are unrelated." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concrete changes; not mergeable as one fix." + "reason": "`anti-slop.yml` and `pr-ci-security-gate.yml` are different workflows with different purposes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref fix and benchmark trigger expansion are unrelated." + "reason": "Different workflows and unrelated behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout semantics do not match build-ci commit parsing." + "reason": "`assign-reviewers.yml` vs `build-ci-docker-images.yml`; unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no shared bug/change." + "reason": "Different workflows; no common underlying bug." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch logic and build-ci message parsing are distinct automation changes." + "reason": "`benchmark_v2.yml` and `build-ci-docker-images.yml` address different CI paths." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows with no common underlying fix." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci commit-message parsing and SSH runner security hardening are unrelated." + "reason": "`build-ci-docker-images.yml` and `pr-ci-security-gate.yml` are different CI concerns." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; only the broad CI theme overlaps." + "reason": "Different workflow files and distinct changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different hardening edits affecting different steps and semantics." + "reason": "Same workflow file, but different hardening changes (`checkout/diff checks` vs `permissions`/job gating)." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but one adds checks/checkout while the other changes reusable-workflow commentary; not the same fix." + "reason": "Same file, but one changes the reusable workflow note and the other changes gate logic; not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Security-gate hardening vs secrets-passing change in a reusable workflow call; different concrete changes." + "reason": "Same workflow file, but `secrets: {}` is a different security tweak from the earlier gate changes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one changes permissions and gating, the other adds safety notes to a reusable workflow call." + "reason": "Same file, but the edits are different security adjustments and not one concrete change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval-flow tweak is not the same change as replacing inherited secrets with an empty secrets map." + "reason": "Same workflow file, but `permissions`/`if` changes are distinct from `secrets: {}`." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both relate to the same reusable workflow, but one only documents safety and the other changes secrets handling; not duplicate." + "reason": "Same file, but different aspects of the reusable workflow call; not duplicate fixes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different automation logic." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci docker image tagging and PR CI reusable workflow secrets are unrelated." + "reason": "Different workflow files; no shared concrete bug or change." } ] }, @@ -24009,7 +24234,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24025,7 +24250,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "d9fcb4695f21a615f1d0ede6ef7b643885a033f71411d7c337bbe9171a737670", + "prepared_review_unit_hash": "1668bb7bb3f908b3b282782212ef3c8789a92fb8c3ea5f7bb39930bc518f6ab2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24047,18 +24272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad theme (replacing file-open source introspection), but they fix different code paths in different modules, so they are not duplicates.", - "confidence": 0.95, + "summary": "These two open PRs share a broad theme of replacing file-based source access, but they target different code paths and different problems: one changes import-time resource resolution in `import_utils.py`, the other changes attention-implementation detection in `modeling_utils.py`. They are not the same underlying bug/fix, so they should not be clustered as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 46152 and PR 46207 address separate source-reading implementations in different files with different behavior changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR here because it has a clear, localized fix in modeling_utils.py and includes tests, making it the better representative of the cluster.", + "best_pr_reason": "PR 46207 is the stronger standalone fix: it targets a specific heuristic in `_can_set_attn_implementation`, includes a focused test file, and has a clearly defined behavioral change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both replace file-open source access, but one fixes import_utils.py traversal logic and the other fixes _can_set_attn_implementation in modeling_utils.py; different underlying bugs and not mergeable into one PR." + "reason": "Same broad idea (avoid `open()` for source inspection), but different modules, different functions, and different failure modes. They do not appear to fix the same concrete bug or to be mergeable into one PR." } ] }, @@ -24072,7 +24297,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24135,7 +24360,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24151,7 +24376,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "858b17423563424d455f7837bf2a659640e4a9762ea9e447ace26284964c4e57", + "prepared_review_unit_hash": "2aa5eacadff400bc00e77411ff37b2ea76ce59f9da4d6f45ed1f03dbbf294195", "component_budget": { "node_count": 2, "item_count": 2, @@ -24173,18 +24398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests harden local-loading code against path traversal, but they fix different untrusted inputs in different code paths: sharded checkpoint filenames from `weight_map` vs. `transformers_weights` from config. Similar security theme, not the same underlying bug or mergeable change.", - "confidence": 0.96, + "summary": "Two open PRs both harden local checkpoint loading against path traversal, but they fix different code paths: sharded checkpoint shard filenames from the index vs the explicit `transformers_weights` filename from config. Similar security theme, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46281 is the more concrete, self-contained fix: it adds containment checks directly in the sharded-checkpoint loader and includes a focused test path. The other PR targets a separate config-driven filename path.", "best_issue_reason": null, - "best_pr_reason": "PR 46890 is the cleaner standalone representative of the security-hardening theme: it adds explicit containment checks for one untrusted local config field with a narrowly scoped fix and test coverage.", + "best_pr_reason": "PR #46890 is also a solid security fix, but it addresses a different resolver path. It is not a better duplicate canonical than #46281; it is simply another related hardening patch.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different attack surfaces and loaders: 46281 validates shard paths from a checkpoint index, while 46890 validates `transformers_weights` from config. Same broad CWE-22 theme, but not the same concrete bug or a single PR candidate." + "reason": "Both are path-traversal mitigations, but they operate on different inputs and different loading code paths. They are related security fixes, not the same concrete bug, and would not naturally collapse into one PR." } ] }, @@ -24198,7 +24423,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24214,7 +24439,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "802991a032ccebc67464dcddfd5b4c3e0687506ac95b88b994fc7d49f874f1d8", + "prepared_review_unit_hash": "d1af469877bbdc19aba1f89d4662e3be134d03b4846c309693dfda0602678a46", "component_budget": { "node_count": 2, "item_count": 2, @@ -24236,18 +24461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same sliding-window right-boundary off-by-one fix in Moonshine streaming; the later PR expands the same correction to Gemma4 and adds tests.", - "confidence": 0.87, + "summary": "Both PRs fix the same off-by-one error in the streaming sliding-window mask right boundary (`-dist <= right_window_size` vs `<`). PR #46546 is the stronger representative because it covers the same fix in Moonshine and adds tests, though it also includes a parallel Gemma4 adjustment.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus a test update and a related Gemma4 application, making it the more complete change set.", + "canonical_pr_reason": "PR #46546 is the best canonical PR because it addresses the same Moonshine streaming right-window boundary bug as #46310 and includes test coverage, making it the more complete representative of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46546 is the strongest representative of the bug fix because it covers the core Moonshine streaming code path, includes validation, and appears to subsume the smaller Moonshine-only patch in #46310.", + "best_pr_reason": "PR #46546 is the best overall PR in this cluster: same underlying boundary bug, broader coverage across both Moonshine streaming variants, and tests to validate the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same off-by-one right-window boundary bug in the Moonshine streaming mask; the second PR applies the same fix in the same code path and could plausibly subsume the first." + "reason": "Same concrete bug: an off-by-one in the streaming right-window mask boundary for Moonshine. The diffs change the same condition and target the same issue, so they are duplicates/mergeable as one fix." } ] }, @@ -24261,7 +24486,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24286,30 +24511,30 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "aa876c0dfcac8c902d32330dffae7955c0572bdedef44c3a1462fc1e2dbc536c", + "prepared_review_unit_hash": "8570e39809da7d77741095cd2c8df7fe1e669bc200f10cb811937cfa2e22da97", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16835, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16839, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16835, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16839, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: multimodal continuous batching support, new model additions (HunYuan VL, RADIO, Nemotron Omni), a Gemma masking bug fix, and a deprecation cleanup. They are not duplicates of one another.", - "confidence": 0.96, + "summary": "This cluster is heterogeneous: multimodal continuous batching, two new model integrations, a Gemma masking bugfix, and a deprecation cleanup. None look like the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -24319,37 +24544,37 @@ "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes: continuous batching multimodal infrastructure vs adding a new HunYuan VL model and docs/tests." + "reason": "Continuous batching multimodal support and HunYuan VL model integration are different feature areas with different code paths." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Different targets and code paths: continuous batching cache/scheduler work vs RADIO model support and auto-mapping/docs." + "reason": "Multimodal continuous batching changes are unrelated to adding RADIO model support." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both are model additions, but for different architectures and code paths (RADIO vs Nemotron Omni), so not the same change." + "reason": "RADIO and Nemotron Omni are different model additions; they do not appear to fix or implement the same change." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "RADIO model support is unrelated to removing deprecated backend/training-args behavior." + "reason": "New model support is unrelated to removing deprecated image/training args APIs." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model support and Gemma bidirectional/sliding-window masking fixes are unrelated changes." + "reason": "RADIO model support and the Gemma bidirectional masking fix affect different models and code paths." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Gemma masking logic fix is unrelated to the deprecation cleanup in image processing/training args." + "reason": "Gemma masking logic and deprecated-args cleanup are unrelated changes." } ] }, @@ -24363,7 +24588,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24379,7 +24604,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "4c89d7176224392603d7e05e08077f0129adc27dc78e1c0784e2ece1d15ec673", + "prepared_review_unit_hash": "ba31b287190b92a5b3f3bad397173be41e9de548c77def29c798a7c63747c5d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24401,18 +24626,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes CodeLlama decode behavior around leading spaces, the other fixes DeepSeek checkpoint routing to the correct tokenizer class. They touch different code paths, different models, and would not plausibly merge into one change.", + "summary": "The two PRs are unrelated: one fixes CodeLlama decode behavior stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoints loading the wrong tokenizer class. They do not look like the same underlying bug or mergeable change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different failure modes, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative because the changes address different bugs in different tokenizer code paths; neither should be treated as the cluster\u2019s sole fix.", + "best_pr_reason": "No single best PR for the cluster; 46574 is a self-contained tokenizer decoding fix, while 46580 is a separate tokenizer-class routing fix for different checkpoints.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: CodeLlama decode stripping vs. DeepSeek tokenizer-class misloading. Separate models, separate files, separate fixes." + "reason": "Different model families, different code paths, and different bugs (decode stripping vs wrong tokenizer-class selection); not the same underlying change." } ] }, @@ -24426,7 +24651,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24442,7 +24667,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "299fc604e791f9bc3f4e1e380c871cf9e04185c22ae6a3cbc05e8c1ab85c19cd", + "prepared_review_unit_hash": "0de44052700f005d1335fd5456ff3143988f02bf5ba70acbdff9a87e2e3afb38", "component_budget": { "node_count": 2, "item_count": 2, @@ -24464,18 +24689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Mistral internals but they are different PRs: one refactors/moves the existing MistralConverter, the other adds tekken tokenizer detection/conversion/save support. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These two open Mistral PRs touch the same area and files, but they solve different problems: one refactors/moves the existing Mistral converter into an integrations package, while the other adds tekken tokenizer detection/conversion/save support. They are related, but not duplicates and should not be merged into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 46603 is a package move/refactor for MistralConverter, while 46604 introduces new tekken tokenizer functionality. Different underlying changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because they solve different problems in the same subsystem.", + "best_pr_reason": "PR #46604 is the more substantive, user-facing Mistral change; it adds tekken tokenizer support rather than just relocating existing converter code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Shared Mistral files do not imply the same change; 46603 is a refactor/move of MistralConverter, whereas 46604 adds tekken tokenizer detection, conversion, and save utilities. They could not plausibly be merged into one PR as the same fix." + "reason": "Shared Mistral files are not enough: #46603 is a code move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete changes and not the same bug/fix." } ] }, @@ -24489,7 +24714,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24507,12 +24732,12 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46781" ], - "prepared_review_unit_hash": "7e7918e6821bece01ec0f5c28bd7eb2c2b45d76020477bfbec6cbcc38081cd55", + "prepared_review_unit_hash": "00ffd92a0cbca1f26535ab8e027699c331bd072b18c49591db2ed9fa8cd17286", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 8455, + "serialized_chars": 8456, "estimated_input_tokens": 2114, "estimated_eval_tokens": 4484 }, @@ -24520,7 +24745,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 8455, + "serialized_chars": 8456, "estimated_input_tokens": 2114, "estimated_eval_tokens": 4484 }, @@ -24529,24 +24754,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related because they touch overlapping model families and cache/padding paths, but they fix three different bugs: chunked-prefill/speculative decoding, padding-mask handling for batch size 1, and QuantizedCache construction for hybrid models.", - "confidence": 0.92, + "summary": "These PRs are broadly related to model/cache behavior, but they address different concrete bugs and should not be merged as duplicates. The most central representative is the multi-model Mamba2 chunked-prefill/speculative-decoding fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here; if one must be chosen as the representative, 46741 is the broadest and most central model-path fix across the affected family.", + "canonical_pr_reason": "PR 46741 is the broadest and most central item: it fixes a concrete generation/cache-path bug across several Mamba2-like model implementations and has the most discussion/activity, making it the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "46741 is the strongest standalone candidate because it targets a concrete runtime bug in the core forward/cache path and spans the same affected model family more directly than the others.", + "best_pr_reason": "PR 46741 is the strongest standalone representative because it targets a specific runtime correctness issue, spans the widest relevant set of model files, and appears to be the main cross-model fix rather than a narrow edge-case patch.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different root causes: 46741 changes precomputed-state handling for chunked prefill/speculative decoding, while 46773 fixes padding-mask application when batch size is 1. Shared files/models are not enough to make them the same bug." + "reason": "Both touch linear-attention/model files, but 46741 fixes chunked-prefill/speculative decoding cache reuse, while 46773 fixes padding mask application when batch size is 1. Different code paths and failure modes." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different code paths and failures: 46741 is about cache reuse in model forward passes, whereas 46781 fixes QuantizedCache initialization for hybrid layer types. They are related to caching, but not the same underlying issue." + "reason": "46741 is a model-forward/cache-flow fix in several model implementations; 46781 fixes QuantizedCache construction for hybrid SSM+attention models in cache_utils. Different underlying bugs and not mergeable into one PR." } ] }, @@ -24560,7 +24785,7 @@ { "label": "pull_request", "component_index": 37, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24579,7 +24804,7 @@ "pull_request:46895|pull_request:46916", "pull_request:46898|pull_request:46916" ], - "prepared_review_unit_hash": "45350dd8e9b6741bafb86181dbcd404cfd2b8f6d113a17b3ea3347554c11376b", + "prepared_review_unit_hash": "e0c9cde16c54493b4df1e3c593f9ca2c5d3239cd13eb117cf530fa7a6d8e4aab", "component_budget": { "node_count": 3, "item_count": 3, @@ -24601,30 +24826,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs address the same family of training-loss double-shift bugs, but they split across two model code paths: CohereASR and Florence2. The combined PR 46916 is the best representative because it includes the CohereASR fix and also covers Florence2.", - "confidence": 0.79, + "summary": "All three PRs address the same training-loss double-shift bug pattern in seq2seq ASR/VLM forwards: labels are shifted for decoder inputs, then the loss path must avoid shifting again. PR 46916 is the broadest representative because it covers both CohereASR and Florence2, effectively subsuming the model-specific fixes in 46895 and 46898.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46916 is the broadest and most central change: it includes the CohereASR loss fix from 46895 and the Florence2 fix from 46898, so it best represents the shared double-shift correction work in this cluster.", + "canonical_pr_reason": "PR 46916 is the best canonical representative because it implements the same double-shift loss fix across both affected model families, while the other two are narrower model-specific subsets of that same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46916 is the strongest cluster anchor because it subsumes one concrete fix from each of the two smaller PRs and directly reflects the common training-loss double-shift pattern.", + "best_pr_reason": "46916 is the most complete and reusable patch for the shared bug pattern, making it the strongest single PR to anchor the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", - "accept": false, - "reason": "They fix the same kind of bug pattern, but in different model implementations and different concrete code paths (CohereASR vs Florence2), so they are not the same PR-level change." + "accept": true, + "reason": "Both PRs fix the same concrete bug class: training loss was being computed after labels were already shifted to build decoder inputs. They affect different model implementations, but the underlying change is the same and could plausibly live in one combined PR." }, { "left": "pull_request:46895", "right": "pull_request:46916", "accept": true, - "reason": "46916 includes the same CohereASR loss-fix code path as 46895, so this is the same underlying CohereASR change even though 46916 also adds Florence2." + "reason": "46916 includes the CohereASR double-shift fix from 46895, and adds the same style of fix for Florence2. This is a true overlap on the same code-path problem, with 46916 being a superset." }, { "left": "pull_request:46898", "right": "pull_request:46916", "accept": true, - "reason": "46916 includes the same Florence2 double-shift fix as 46898, so they overlap on the same underlying Florence2 change." + "reason": "46916 includes the Florence2 double-shift fix from 46898, and also adds the CohereASR counterpart. Same underlying bug, with 46916 subsuming the narrower PR." } ] }, @@ -24638,7 +24863,7 @@ { "label": "pull_request", "component_index": 38, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24654,12 +24879,12 @@ "soft_pairs": [ "pull_request:46907|pull_request:46908" ], - "prepared_review_unit_hash": "0b308c8fd0da32e7663075c1b69aa955e780fa85e3cfb54111be129f74c47547", + "prepared_review_unit_hash": "d821ab6b5916835b08e631de8728bc8195978e6c90b1ccd40df366aa38bdee7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4384, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -24667,7 +24892,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4384, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -24676,81 +24901,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes EdgeTam\u2019s forward pass by dropping an invalid `original_sizes` kwarg, while the other adjusts DeepSeekV32 integration tests to supply an offload folder during `from_pretrained` loading.", + "summary": "Two unrelated pull requests: one fixes EdgeTam\u2019s model forward path to ignore a processor-only kwarg, and the other patches DeepSeek-V3.2 integration tests to provide an offload folder during `from_pretrained`. They do not share the same underlying bug or code path.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46907 is the better canonical representative because it fixes a concrete runtime/code-path bug in the model implementation itself, whereas PR 46908 is a narrower test-only workaround for loading setup.", + "canonical_pr_reason": "PR 46907 is the better canonical representative because it contains the actual runtime code fix in the model implementation; PR 46908 is a test-only accommodation for a separate loading issue.", "best_issue_reason": null, - "best_pr_reason": "PR 46907 is the strongest standalone PR in the cluster: it addresses a specific integration failure at the source code boundary and is more broadly meaningful than the test harness change in PR 46908.", + "best_pr_reason": "PR 46907 is the stronger exemplar of a concrete product bug fix, while PR 46908 is narrowly scoped to test setup for a different model.", "soft_edge_verdicts": [ { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "Different models, different failure modes, and different fix types. EdgeTam removes an unsupported kwarg before calling the backbone; DeepSeekV32 only adds `offload_folder` in tests for loading. They do not look like the same underlying bug or change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 39, - "component_count": 39, - "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-46915-2", - "nodes": [ - "pull_request:46915", - "pull_request:46923" - ], - "soft_pairs": [ - "pull_request:46915|pull_request:46923" - ], - "prepared_review_unit_hash": "8df4131cd112becff605df3293d82ab4153e757286944b903cecc76445bebdf8", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4252, - "estimated_input_tokens": 1063, - "estimated_eval_tokens": 2382 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4252, - "estimated_input_tokens": 1063, - "estimated_eval_tokens": 2382 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both pull requests target the same DIA docs page and the same tracking issue, but they make different fixes to different code examples, so they look related rather than true duplicates.", - "confidence": 0.76, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46923 is the better canonical candidate because it appears to provide the more complete docs correction, covering multiple example blocks on the DIA page with a consistent fix.", - "best_issue_reason": null, - "best_pr_reason": "PR 46923 is the strongest standalone choice for the cluster: it addresses the broken DIA documentation examples more broadly and looks like the fuller, cleaner fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46915", - "right": "pull_request:46923", - "accept": false, - "reason": "Same docs file and same issue target, but the diffs change different example snippets and use different remediation approaches, so they are not clearly the same underlying change and would not safely merge into one PR." + "reason": "Different models, different failures, and different fixes: EdgeTam drops `original_sizes` before backbone forwarding, while DeepSeek-V3.2 tests add `offload_folder` for `device_map=\"auto\"`. They are not the same underlying bug and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 86b17b3fdd7e67fbe9feb639389ab95f0babcead..0eab05d600bb5b0aad15080cc2bc87c518b3b6cb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260626t180014z", + "analysis_id": "hybrid-model-20260627t000016z", "archived_artifacts": { - "hybrid": "snapshots/20260626T180014Z/analysis-runs/hybrid-model-20260626t180014z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260626T180014Z/analysis-runs/hybrid-model-20260626t180014z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "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-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46898, + 46916 + ], + "target_issue_number": 46897, + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46897 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46897, + "reason": "Issue #46897 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 0 discussion comments plus 9 inbound references.", + "score": 179.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..492c8396705fffb3dfa973d2e4900ddef9b183de --- /dev/null +++ b/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24927 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260627T000016Z", + "generated_at": "2026-06-27T00:09:44Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue: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", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "f27c9dab842b01c1c54ea093d0737424a4600e462160f23a60088362a2e659ea", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives across unrelated models/features. The only strong duplicate clusters are DeepSpeed ZeRO-3 zero-sized-tensor index errors, Qwen3.5 MoE rotary-embedding offload/materialization, and a torch 2.4.1 compatibility regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the best anchor: it clearly names the ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure on a Bert model, and it lines up with the closely related Gemma3 ZeRO-3 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the most suitable issue to keep as the representative bug report: concrete error, clear repro context, and it matches the same underlying ZeRO-3 failure seen in the other Bert/Gemma3 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model and failure mode: config attribute error vs streaming chat/completions issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and errors: AMD GPU model failure vs MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: dtype mismatch in preprocessing vs AMD GPU/device-map failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime mismatches, but on different models/code paths and not the same concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; Nemotron example breakage is unrelated to GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: GPU compatibility vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Unrelated errors: DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and problems: ONNX export vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: export-time ONNX issue vs runtime device-map assert on Qwen3." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different tasks: table QA crash vs outdated RAG docs/examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they reference different removed docs content and are not the same report." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different code paths: ModernBERT ONNX export vs missing GenerationMixin import." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues: Qwen3.5 embedding unpacking vs resume-with-remote-code failure." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: resume/trust-remote-code issue vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention mismatches, but one is a mask-shape error and the other is a device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor-shape failures and different model contexts." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different problems: ZeRO-3 init index error vs resume/trust-remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and model paths; only share a generic IndexError wording." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and causes: mask/tensor shape mismatch vs video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different systems: generic mask-shape error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated: video embedding StopIteration vs model resume/remote-code issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different areas entirely: BarkProcessor preset handling vs ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the errors and models differ; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model init/loading; model wording differs but the bug appears identical." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different features and failure points: Liger Kernel cross-entropy call vs tensor-parallel MoE issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and errors: NVFP4 runtime issue vs LoRA weight merge inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different bug classes: processor failure vs remote-code model_class config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and issues: dtype mismatch in preprocessing vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete runtime errors and scenarios differ." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: activation-checkpointing/FSDP recompute mismatch vs mask-shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding/offload path; both point to broken `Qwen3_5MoeTextRotaryEmbedding` handling around materialization/offload." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different hardware/backend problems: MPS histogram op vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and symptoms: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training bugs: FSDP/activation checkpointing recompute mismatch vs CustomTrainer argument error." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different failure classes: ZeRO-3 index error vs tensor-parallel MoE issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and bugs: image dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures: Qwen NVFP4 issue vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen multimodal issues, but one is inputs_embeds reverse lookup and the other is video token/template mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure points: Gemma3 config attribute vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the second report is a shorter version of the same incompatibility." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch in forward vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic incompatibility vs a specific Qwen NVFP4 runtime failure; not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: FSDP/activation checkpointing vs Qwen3 auto device mapping assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model paths and causes; only both are device/dtype-related at a high level." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and errors: Mixtral torch dynamo tracing failure vs dtype mismatch in Mistral preprocessing." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and runtime errors; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and bugs; no evidence of shared root cause." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime paths: Qwen NVFP4 failure vs Qwen3.5 embeddings with TRL SFT trainer." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: invalid method in GraniteMoEHybrid vs unimplemented MPS histogram op." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; both are runtime errors but not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: TRL SFT embedding unpacking vs tensor-parallel GPT-OSS issue." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends; not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different areas: Liger Kernel cross-entropy vs TRL SFT embedding handling." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model loading/init; model names differ, but the underlying bug looks identical." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs updates, but they reference different removed commands/tasks and should not be merged as the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failures: autocast dtype mismatch vs MPS integer op limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model paths and different mismatch types; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: DeepSpeed collective mismatch vs CustomTrainer API breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and errors; no shared root cause." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Completely different topics: AMD GPU model failure vs RAG example/documentation issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different failures and code paths; only a generic runtime-shape flavor in common." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The accepted clusters are supported by closely matching titles and error signatures (the ZeRO-3 index-out-of-bounds reports, the Qwen3.5 MoE rotary/offload reports, and the torch 2.4.1 incompatibility reports), while the rejected pairs generally differ by model, backend, or failure mode. No pull-request mergeability issue applies here." + }, + "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": 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-10000-500", + "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": "259d051695b415c3d8c1bf70d8344bb29ff8e8248eb3bdbfc9b9e2c32d8aaf58", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated model/runtime regressions, but there are two plausible duplicate pockets: ZeRO-3 loading index errors and AutoTokenizer v5 regression reports. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest instance of the tokenizer regression across multiple models, subsuming the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most suitable global issue target: broad scope, clear symptom, and strongest chance of collecting related reports about the same tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-load failures, but they affect different architectures and failure modes; not the same concrete bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibility reports (torch/version matrix vs USE_DISTRIBUTED=0); too broad to merge." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime stacks and symptoms; one is vLLM/PaddleOCR-VL loading, the other is PyTorch distributed support." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 loading path and same out-of-bounds-zero-size indexing failure; model-specific titles but likely one underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both mention model/runtime failures, but the concrete problems are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs-only issues about different stale references; not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated runtime errors with different root causes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms; no shared code-path problem." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a tokenizer/detokenization bug, the other is outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different feature paths and failures; no shared concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-map mismatch are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Different model-loading/compatibility problems without a shared code fix." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading bug vs docs issue; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both involve regressions in recent versions, but the specific breakages differ." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but for different models and likely different causes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is unrelated to distributed support changes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Different issues: model execution on NVFP4 vs documentation cleanup." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window-related behavior, but the concrete bugs and contexts differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the tensor shapes, trigger conditions, and model paths are different." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated task/runtime failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General compatibility complaint vs pydantic/config regression; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer regression vs task crash; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different model/runtime problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading index error and torch-version incompatibility are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures with different triggers and code paths." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different execution paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different features and symptoms; no shared bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure vs MPS histogram op limitation; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError vs config-attribute error; not the same underlying issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "torch dynamo/grouped_mm tracing error and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different numerical/runtime failures on different model paths." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor bug and template-compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and corrupted checkpoint/load failure are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in one model vs multi-GPU device-map failure in another." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they arise from different shapes and different failure points." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Different compatibility and loading issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing config field vs pydantic model field breakage; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/distributed incompatibility and Gemma4 device placement are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pockets are supported by the issue titles/body patterns (ZeRO-3 index errors; AutoTokenizer v5 regression), and the other pair judgments are cautious. No PRs are present, so the null PR fields are appropriate." + }, + "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-10000-500", + "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:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|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": "934302821de3b2b9708d602d2a7af23eadd463cbcf50dc8d003421d634922bdc", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only a few soft pairs looking like true duplicates: the Qwen3.5 video regression pair, the trust_remote_code custom-module cache collision pair, and the shared input-validation/error-message pair. The rest appear to be different bugs, models, or subsystems despite surface similarity.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45183 is the best umbrella issue among the likely duplicates because it describes a shared validation path and spans multiple models, while the other items are mostly narrower model-specific manifestations or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45183 is the strongest global issue anchor in this set: broad enough to subsume the T5-specific follow-up, concrete enough to be actionable, and closer to a shared code-path bug than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problem areas: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention training/model correctness, but one is int4 memory/OOM and the other is tied-weights behavior on translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related errors, but the model and failure path differ; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but one is a torch-dynamo grouped_mm tracing error and the other is a tensor-parallel issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different modalities and code paths: autocast dtype mismatch vs chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated topics: GGUF architecture support vs Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized loading issue is unrelated to the PretrainedConfig pydantic break." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and pydantic config-field break are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both raise IndexError, but one is a mask/tensor length mismatch and the other is a ZeRO-3 init empty-tensor indexing bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is remote_code breakage in recent transformers; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal mismatches, but image-preprocessor dtype mismatch and video-token/feature mismatch are different code paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a quality/regression report and the other is a bad AutoModel/pipeline output bug; not clearly the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "46294 looks like a concrete Qwen3.5 video-input repro of the broader v5.3.0 video regression described in 44479." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different model-init bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel indexing failure is unrelated to locally downloaded remote-code resume behavior." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration and remote-code model_class/config_class loading are separate issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: multimodal dtype mismatch vs SFT trainer unpacking error." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension RuntimeError and Qwen3.5 input-embedding unpacking are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 model-loading/behavior are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback blocking are different issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code custom-module cache resolution returning the wrong module; the second looks like another manifestation of the same cache-key/path-collision bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they affect different model families and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/OOM behavior is not the same as tied-weights regression." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are different subsystems and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategies typo and removed run-command docs issue are separate documentation bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both describe the shared input-validation path producing wrong or misleading decoder/input_ids/inputs_embeds errors; 46463 is a T5-specific instance of the broader 45183 bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families; no clear shared concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted soft pairs are plausibly duplicate/near-duplicate manifestations based on the issue titles, and the rejected pairs are described cautiously without overclaiming. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "d7238da07d9010c42ab0df1887da34a87f3254ab3fec343a82eab203993be88d", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37030, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, but there are a few real duplicate subclusters: the strongest is the Transformers 5.x non-persistent-buffer corruption regression, plus a smaller static-cache seq-length contract issue and a likely SigLIP2 implementation discrepancy pair. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest umbrella report for the non-persistent-buffer regression: it names the concrete failure (`register_buffer(persistent=False)`) and frames it as a Transformers 5.x regression, which subsumes the narrower duplicate reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest canonical issue for the cluster because it is specific, broadly applicable, and has the cleanest root-cause framing among the duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different problems: tokenizer detokenization regression vs an NVFP4 loading/runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/training paths and different failure modes; no shared concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers 5.x corrupting non-persistent buffers / filling them with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch/quantization issue and the other is a quality regression; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: `from_pretrained()` mishandling non-persistent buffers in Transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated issues: custom `compute_loss` signature vs DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities with different root causes; no evidence they are the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both touch Qwen/Phi attention behavior, but the concrete failures differ (dtype mismatch vs 3D position_ids/SDPA fallback/Nan explosion)." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API contract issue around `cache.get_seq_length()` returning the wrong type/device-shaped value, with 46858 being a backend-specific manifestation." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a model-specific gap in a prior fix while 45920 is a broader multi-model token-ID regression; not clearly the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different scope: SigLIP2 embedding quality vs a general tokenization-version change." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related model family, but zero probabilities and degraded text embeddings are not the same concrete failure." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer corruption class; 45902 is a specific manifestation after `meta -> to_empty(cuda)` materialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with unrelated causes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Likely same SigLIP2 implementation discrepancy: 43493 states the HF-vs-JAX mismatch directly, and 43054 reports the quality impact of that mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: Flash Attention packed-sequence misinterpretation vs CPU-offload incompatibility in a rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated: LoRA gradient checkpointing behavior vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different mechanisms; no shared code-path bug is evident." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading errors and no clear common root cause." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy logging during load, the other is a real model-loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs import error in flash-attn feature detection; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different severity and symptoms; noisy loading vs failing to load a specific model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Different training-time issues: DeepSpeed weight shape error vs early-stopping metric lookup." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training efficiency, but they describe different models and different problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` results and the other is a broad model-loading breakage; not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and backend/config failures; no duplicate evidence." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class vs bitsandbytes `Int8Params` keyword incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated failures." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different concrete failures: model loading vs missing attribute on a different model class." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/backend related, but the failures are different and not the same code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge judgments stay conservative overall. The identified duplicate subclusters are plausible from the issue titles alone, especially the non-persistent-buffer regression cluster and the seq_length contract pair. No PR mergeability concerns apply because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:43257|issue:45305", + "issue:41553|issue:44991", + "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": "667c52ecf593181218a08f2525f8cbd8d98077e20be3fbe24015f82ee3b00c61", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37083, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformer/model-loading and docs issues. I see three true duplicate-style pairs: the v5 docs cleanup, the training-loss double-shift regression, and the identical mask/shape-mismatch runtime error. The rest are related by subsystem only, not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46897 is the strongest canonical anchor among the true-duplicate candidates: it has the clearest duplicate-style title, the highest inbound reference count in that mini-cluster, and cleanly captures the underlying training-loss double-shift regression.", + "canonical_pr_reason": null, + "best_issue_reason": "46897 is the best overall issue representative for this cluster because it is explicit, high-signal, and tightly matches another report without extra model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Same general tokenizer/flash-attn area, but different failure modes: regex patch crash vs fallback gating checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both involve model loading, but one is remote_code breakage and the other is a device mismatch in Gemma4 PLE." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different bugs: one is add-new-model-like failing on TOKENIZER_MAPPING_NAMES, the other is remote_code regressions." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a hf4.x vs hf5.x load failure and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete problems: dtype mismatch under autocast vs device placement mismatch during forward." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "These are distinct tokenizer/model-loading regressions affecting different models and code paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Related tokenizer performance regressions, but different APIs and symptoms: convert_ids_to_tokens vs convert_tokens_to_ids." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup needed after v5 pipeline removals; the titles describe the same underlying documentation issue." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior in DeepSeek-family models, but the concrete bugs are different and likely need different fixes." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift regression, only the model name differs; these look like the same underlying bug report." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Different failures: bitsandbytes _is_hf_initialized incompatibility vs YOLO multi-GPU device_map auto behavior." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different code paths: a tied lm_head bug in Mistral3 versus silent corruption of non-persistent buffers in from_pretrained()." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are config/model-loading issues, but one is about unwrapping text_config and the other about remote-code config_class lookup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Same unexpected _is_hf_initialized keyword theme, but one is bitsandbytes Int8Params and the other is init_empty_weights loading." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Related remote-code/model-loading surface, but the specific bugs differ enough that they should not be merged." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely related audio/Whisper area, but the titles are too different to confirm the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed/Qwen regressions: missing converted MoE weights vs gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer failures for different models; one is a bad error message, the other is an actual load failure." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention LoRA/checkpointing, but one is a gradient checkpointing issue and the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training/runtime errors: unexpected compute_loss kwarg vs a mask/tensor shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs for different architectures; no clear shared underlying change." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures on Qwen variants, but the model-specific symptoms suggest separate bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading issues for different models and error surfaces." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different attention/cache failures: RLHF gradient explosion vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These report the same mask/tensor shape-mismatch exception signature; the numerical sizes differ but the failure looks identical." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video-related regressions, but one is a broad v5.3.0 video-input regression and the other is a StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error versus image processor handling of void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific issues: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading bugs affecting different architectures and checkpoints." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The three accepted soft pairs are well-supported by the packet: the v5 docs cleanup pair, the training-loss double-shift pair, and the mask/shape-mismatch pair. The canonical issue choice is also justified by the inbound reference counts. The rejected pairs stay appropriately cautious about same-subsystem but different-bug cases." + }, + "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-10000-500", + "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:44560|issue:45685", + "issue:43550|issue:44910", + "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": "0028b39f69d4b5c8769717ad6d6a2dd1fb4dbd12bff69b049e3c177f5dc848cb", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38346, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports that only look similar by shared Transformers v5 / model-family keywords. A few true duplicate pairs stand out around non-persistent buffer corruption, Gemma4 4-bit multimodal dtype casting, custom model initialization, and SigLIP2 inference regressions.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical report: it describes a broad Transformers v5 regression, is self-contained, and has an obvious duplicate in 44534 with nearly identical symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best issue candidate because it is the broadest, most actionable regression report in the set and directly anchors one of the clearest duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs: GGUF/gpt-oss support vs a Float8 storage lookup error in unrelated loading code." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Only shares a vague compatibility theme; one is a Bert/DeepSpeed zero3 IndexError, the other is a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-id logic, but they target different model families and failure modes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs a sliding_window problem in Qwen3-MoE." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert zero3 training IndexError is not the same concrete bug as a broad torch compatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto offload mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No concrete overlap: GGUF architecture support vs missing Float8 storage handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a specific class is unrelated to meta-device model loading failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a Kosmos2.5 long-input index error are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is not the same issue as meta-device loading regressions." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache mechanics, but one is a flash-attention position_id crash and the other is a static-cache slice-arithmetic bug." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and symptoms: multimodal dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are effectively the same custom-model initialization regression; one is the notebook-specific variant of the other." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video embedding failure and an MPS histogram error in MoE are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs flash-attention with 3D position_ids on Qwen3.5." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared code path: 3d_parallel.py runtime failure vs GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "A torch>=2.9 flex_attention compilation failure is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Same broad model family only; the reported failures are different (video StopIteration vs SFT embedding unpacking)." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 config handling are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different concrete bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping mismatch is not the same bug as a generic torch compatibility issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping registration failure and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: both describe nonsensical/zero-output inference on google/siglip2-base-patch16-224." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes and code paths; both are index-type failures only at a very high level." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same underlying Gemma4 multimodal 4-bit quantization dtype-cast problem, affecting audio/vision embedders." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they are different models and not the same concrete regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 initialization flag breakage and a Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 Bert IndexError and add-new-model-like tokenizer mapping failure are distinct problems." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A zero-sized Bert tensor IndexError is unrelated to tokenizer mapping registration logic." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA/hf5.x compatibility and BitNet packed-weight unpacking are different failures." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading behavior, but the first is gpu+cpu offload dequantization and the second is mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs example issue includes multiple errors and a processor mismatch, but it is not clearly the same bug as the SigLIP2 zero-probability regression." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate calls are generally conservative. The canonical choice of 43644 vs 44534 is well supported by the titles, and the rejected soft-edge pairs mostly stay within cautious bounds given only title-level 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": 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-10000-500", + "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:44488|issue:44991", + "issue:45507|issue:46468", + "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:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "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": "587e33a21a3f78845232d752b4ba9671641d54464ccbc54d6f26ff8e1267bd09", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "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": "Mostly heterogeneous cluster of unrelated Transformers regressions. Only three soft edges look like true duplicates: the Scandinavian-BERT loading failures, the resize_token_embeddings propagation bug, and the training-loss double-shift bug.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45276 is the best representative among the confirmed duplicate-like items: it states the resize_token_embeddings regression at the right level of abstraction and is broader than the narrower 45335 variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most useful cluster anchor because it is a clear, actionable bug report with a broader formulation that subsumes its duplicate partner.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility across HF versions vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes and models: A800 cudaErrorAssert under auto device mapping vs FineGrainedFP8Config on Qwen3Moe." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config issue vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same underlying loading regression for closely related Scandinavian BERT models; both report the latest/current version cannot load the model." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: 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 TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is from_config stale config state; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "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 Jupyter custom-model init." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken doc example while the other is incorrect inference outputs; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and loading paths: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related only at a high level; the specific quantization/OOM regressions are different." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different bugs: GLM-4.7-Flash test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different training/resume logic vs SGD argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: Qwen3 MoE compatibility across versions vs t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and failure modes: GLM5 vs sinq save/load breakage." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; only the affected model differs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they appear to be different tokenizer conversion bugs affecting different model families." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is the broader Gemma4 manifestation and 45335 is the narrower t5gemma case." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes and models: Qwen3.5 chat issue vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model initialization/loading internals, but the reported failures are different and not the same code-path bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: out-of-vocab special tokens in one model vs loading failure for a different BERT model." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated: SigLIP2 documentation/example errors vs GLM5 model issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different incompatibilities: Torch 2.10 support vs meta-device model loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference token/embedding leak." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted soft edges are reasonable cluster-level duplicates/near-duplicates based on the issue titles and the pair similarity, and the rejected edges are not overstated. The canonical issue choice for the resize_token_embeddings pair is also defensible from the broader Gemma4 wording." + }, + "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": 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-10000-500", + "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:44079|issue:46829", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "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:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "21563b6c705511fcc945a0d4f62d1d6d319cf94d42249cd9376a9ade62f7dca6", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. Only the resize_token_embeddings reports around 45276/45292 look like the same underlying bug; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.86, + "canonical_issue_reason": "Choose issue 45292 as the canonical issue: it is the broader, cleaner report of the resize_token_embeddings/output_embeddings problem that also appears in the Gemma4-specific issue 45276.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it states the core bug generically and matches the only clear duplicate-like family in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failures: Gemma4 FSDP2 shared_kv_states vs Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output objects, but one is a generic ModelOutput key bug and the other is a VideoPrism classifier field assignment bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying issues, but they affect different models/code paths and are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: init_empty_weights argument handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load failures on different models; not the same code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific offload/training bugs; no shared concrete code path." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is a Strix Halo mmap workaround." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with LoRA is not the same as gradient checkpointing failing in eval mode." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leak and Gemma4 device_map mismatch are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading breakage is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug family: 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading failure are different model/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position_ids are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-induced OOM." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation from save_pretrained is a different bug from loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but they affect different model-specific targets (output_embeddings vs decoder.embed_tokens) and are not clearly the same code path." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe double-shift training losses, but they are separate model implementations and not clearly the same fixable code-path." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/vocab loading issues for different models; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Jupyter and Trainer resume max_steps miscalculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both touch save/load flows, but one is custom model init in notebooks and the other is extra_state serialization." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Phi-tiny-MoE autocast dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The only clearly related pair the analyst elevates, 45276/45292, is supported by the very close title/body overlap, while the other soft-edge denials stay conservative and model-specific. No evidence of overclaiming or mergeability issues." + }, + "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-10000-500", + "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:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "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:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "f75d2b96ffeb1c1e645d5bcd69dd314be1c39768bbe665d37d5a8e818a4874ce", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37740, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regressions and docs issues. No soft pair looks like the same concrete bug/change under a strict duplicate policy, so I would keep all pairings separate. The broadest representative issue is the generic model-loading regression around base_model_prefix.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43611 is the broadest, most general loading-regression report in the set, so it is the best umbrella representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best cluster representative because it targets a core v5 model-loading path and is broader than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is tokenizer-conversion slowdown; the other is a CodeLlama round-trip regression. Different bugs and code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression is not the same as slow convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is separate from general tokenization-change reports." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language and from_pretrained-in-classes are unrelated failure modes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 paged-attention crash and template-node compilation error are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as custom-model initialization in Jupyter." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility does not match Gemma4 forward device mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is different from the non-template-node compilation error." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a mask-shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different API removals and wording changes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 output weirdness and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-tokens conflict and gguf_file loading breakage are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and composite-config unwrapping are separate model-loading problems." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These concern unrelated tokenizer/pipeline behaviors." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading bugs with different models and failure points." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL shape mismatch are not the same concrete defect." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 4-bit dtype-cast corruption are distinct multimodal issues." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss bug and CohereASR double-shift training loss bug are different." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated performance/memory reports." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel IndexError and flex_attention torch-version failure are different." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different training-loss bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures for different repos and symptoms." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loaders and distinct exception causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent buffer junk 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": 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-10000-500", + "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", + "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: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:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "0b3d265b15b486d78b485c2758e58e19c3d673705d32e97a66d9e046368b6b22", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36701, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of unrelated Transformers regressions (tokenizer loading, model init, device/offload, audio, specific model heads). No soft edge looks like a true duplicate of the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression title in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and best matches the cluster\u2019s recurring v5 initialization/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is generic enough to cover several nearby v5 initialization regressions, while the other issues are more model-specific or narrower.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a repo-level tokenizer.json loading issue and the other is a DeepSeek-Coder-specific output regression tied to a separate fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different subsystems and failures: tokenizer BPE marker handling vs. Mistral3 lm_head weight tying." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model loading in v5, but they are different models and different breakages (CLIP structure vs. Sam3 text encoder weights)." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: T5 tokenizer method conflict vs. Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different code paths and symptoms: Trainer GPU broadcast NoneType error vs. Whisper pipeline return_language regression." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: image preprocessor/model dtype mismatch vs. template compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is XLNet CPU tensor creation and the other is Qwen rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "No shared underlying bug: tokenizer mapping/model addition logic vs. compiled flex_attention on torch >=2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different failures: missing fields from AutoConfig with trust_remote_code vs. PagedAttentionCache linear_attention crash on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different causes; not mergeable as one fix." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor update behavior in TokenizersBackend." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and distinct runtime/configuration errors." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo tracing/grouped_mm float32 failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model/init regressions, but the reported failures differ (non-persistent buffer junk vs. custom model initialization breakage) and do not look like the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different problems: Apple Silicon allocator warmup TypeError vs. _is_hf_initialized flag regression." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/package issues: missing tensorflow in pip extra vs. unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model/tokenizer loading, but they are different failure modes and different models; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal training bugs: iterable multi-image finetuning vs. mistral_common continue_final_message behavior." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio stack, but one is unsupported center arg in feature extractor and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve gguf loading, but one is a generic from_pretrained breakage and the other is a Qwen2.5-specific Transformers v5 incompatibility." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class conflict vs. custom model initialization in Jupyter notebooks; separate issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated loading failures, but for different repositories/models and likely different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading incompatibility." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs. MIMI encoder padding-mask batching bug are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading failure is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading regressions affecting different models and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but the concrete failures differ: custom model init vs. non-persistent buffer initialization." + } + ] + }, + "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": 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-10000-500", + "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:43611", + "issue:43632", + "issue:43645", + "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:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:44008|issue:46899", + "issue:43994|issue:44610", + "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:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534" + ], + "prepared_review_unit_hash": "7b723b9edf0b2f2655b6990843987f39cf87c8797c9bdab99f5c127351925a35", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformer/model bugs across different subsystems and model families. I only see one soft duplicate pair: the two Qwen3.5 `save_pretrained` regressions. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45216 is the best canonical issue: it states the broader Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later, narrower report of the same broken serialization path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative because it names the regression source (`5.4.0`) and the general failure mode, while issue:45357 appears to be a follow-up on the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Different failures and code paths: compile/template-node error vs YOLO multi-GPU device-map crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO device-map failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks vs non-persistent buffer junk; different regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden-states output vs still-image rope/position-id scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Separate audio-model bugs with different symptoms and code paths." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weights bug in Mistral3 vs serialization inconsistency of `lm_head.weight`; related theme, different issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation mismatch vs cache sequence-length return type; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the failing models and root causes differ." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n name-collision bug vs Gemma4 dtype-cast bug; distinct multimodal failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different preprocessing/model mismatch bugs for different vision models." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric lookup and `num_input_tokens_seen` updating are unrelated Trainer issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and `_is_hf_initialized` init-empty-weights TypeError are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs model load KeyError; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken` argument collision and a separate tokenizer-loading failure are not duplicates." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Torch export check failure vs wrong image processor output size; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8, but one is a config-level model failure and the other is a storage deserialization issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length type issues are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model load/processing failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen VL family, but one is a video regression and the other is a still-image position-id bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM `window_size` AttributeError are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict vs Qwen3 auto device-map CUDA assert; no shared bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` serialization bug; the later issue narrows the symptom to visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs performance regression in `convert_tokens_to_ids`; different problems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and granite_speech config strictness are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are not the same underlying defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding-window issue are distinct." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 vs issue:45357, is reasonably supported by the titles as the same Qwen3.5 save_pretrained serialization regression with a later narrower symptom. The rest of the soft-edge rejections are cautious and match the distinct issue titles. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43716|issue:46899", + "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:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43404|issue:46899", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "c8de3799585f0558eb0308e8fd8c5afff2ef38dcfedcabe31a8c36403fe392d3", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across different models and subsystems; none of the soft pairs look like true duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, high-impact v4\u2192v5 regression affecting all Granite models, with clear scope and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue to anchor the cluster because it is specific, broadly impactful, and well-described compared with the more niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they hit different model families and different code paths (image preprocessor mismatch vs 4-bit embedders cast)." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same Qwen2.5-VL family, but one is iterable-dataset multi-image finetuning failure and the other is a rope-index temporal position bug; different defects." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are distinct behaviors with different fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General noisy load logs versus a specific tokenizer-loading failure for a particular model; not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "These concern different gradient-checkpointing problems: eval-mode usage versus a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is a Transformers v5 initialization flag regression; the other is an Apple Silicon mmap/OOM workaround issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a PEFT checkpoint-loading bug are unrelated model-loading failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are different low-level issues with no shared code path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image failures are different problems." + }, + { + "left": "issue:43404", + "right": "issue:46899", + "accept": false, + "reason": "Missing lm_head tying and unsafe dtype casting in multimodal embedders are separate bugs in different parts of the model." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on a language model versus Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` initialization and Float8 storage lookup are different failure modes with different fixes." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling for Ministral is not the same as the DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "A GGUF load failure and a missing `pad_token_id` attribute are distinct load-time issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeddings/past key values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated implementation bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and an Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 GGUF loading regression and the other is CLIPTokenizer's max-length constant." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same as a model-specific BOS/EOS insertion regression." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions: one breaks `_is_hf_initialized`, the other corrupts non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE does not match an `_is_hf_initialized` argument mismatch during init." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging, but one is extras installation/backend inclusion and the other is a tensorboard-without-TF runtime backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring repository tokenizer.json and wrong Granite token IDs are related to tokenizers broadly but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A device-mapping CUDA assert and a Mistral regex patch crash are different subsystems and failure points." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading and MoE training memory usage are distinct performance/loading issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and buffer-filling regressions are unrelated core behaviors." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs and different examples, not one underlying change." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading and TimesFM window_size AttributeError are unrelated model-specific failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window padding are different bugs with different 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": 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-10000-500", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "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:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "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:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "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" + ], + "prepared_review_unit_hash": "7d9bc7b8ec12df5e8fa62810759984ac55fcd841c77ccc216071a0e00242fe0c", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form one coherent duplicate cluster. Two soft duplicate subgroups stand out: SigLIP2 correctness regressions and Qwen2.5-VL position-id regressions. Everything else is too weakly related to merge as the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "There is no single cluster-wide canonical issue, but if one issue must anchor triage, 45325 is the best representative because it is the most concrete code-path-specific report (Qwen2.5-VL `get_rope_index` / position-id regression) and cleanly captures one of the only true duplicate-like subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45325 is the strongest overall representative for this set: it names a specific failure mode, a likely fix location, and sits in the clearest duplicate pair in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 loading regressions, but the failure modes differ: `base_model_prefix` handling vs custom model initialization." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different bugs: Video-LLaVA temporal-attention/weight-sharing issue vs Sam3 text-encoder loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is tied to `flash_attention_3` while the other is a `num_labels=1` classification-loss behavior across models." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated defects: junk-filled non-persistent buffers vs `ModelOutput` key assignment when a field was previously `None`." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "These are unrelated backend/package-loading problems; no shared code path or same bug is evident." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "One is missing temporal attention / weight sharing in Video-LLaVA; the other is incorrect visual-encoder keys during `save_pretrained`." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: `torch.export` incompatibility with `torch_compilable_check` vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 correctness problem: both report wrong/nonsensical outputs for the same model family, one via JAX parity mismatch and one via bad inference results." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-family multimodal failures; one is iterable-dataset multi-image finetuning, the other is video input position IDs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention vision/OCR-ish inputs, but one is a Qwen2.5-VL position-id regression and the other is a Kosmos2.5 long-input index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-id regressions in 5.3.0 and likely stem from the same rope/vision position computation bug across image/video paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights / serialization, but one is a failed tie causing garbage generation while the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures on different models and triggers; no evidence they share the same root cause." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an `init_empty_weights` constructor-argument regression; the other is a strict config validation failure for GraniteSpeech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch is unrelated to the Qwen2.5-VL position-id bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenizer-version changes are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different code paths: Bark CPU-offload device mismatch vs `torch.export` failure on `torch_compilable_check`." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated symptoms and models." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions in different models: Qwen video input handling vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading failures with no clear shared root cause." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeds/past key values is unrelated to Qwen3 device-map cuda asserts." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and `window_size` AttributeError are different failure classes." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset handling and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal, but one is SigLIP2 documentation/model mismatch and the other is Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba-9B-v2 torch.compile/SDPA are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DAC `from_latents` vs forward mismatch are different model behaviors and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and `torch.export` + `torch_compilable_check` failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and error modes: Qwen3 auto device mapping assert vs Gemma4 PLE forward device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The two accepted soft edges are plausibly mergeable as same-bug duplicates, and the rejected pairs are explained with model/code-path distinctions that match the titles. The overall conclusion that the cluster is mostly heterogeneous is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue: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:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "1b11a363a806510fac781d823e6bff0d2e7d278f1e6808350d58ba2b0ab51197", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer regressions, model-loading/offloading bugs, checkpointing issues, and processor/shape problems. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest active report in the set, covering offloading/quantization behavior and having multiple inbound references, so it is the closest umbrella representative for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it is open, broadly worded, and central to the offloading/quantization theme; the other issues are more specific one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: MIMI batching/padding-mask inconsistency vs OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different failures: sliding-window off-by-one in masking vs slower token ID conversion for slow tokenizers." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: accelerate/deepspeed weight conversion failure vs missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but one is missing BOS/EOS addition for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: BPE marker handling in a tokenizer vs FP8 inference failure on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: tied lm_head weights causing bad generation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs in different subsystems: device_map auto device mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model bugs: batched-vs-single output inconsistency vs non-default-resolution failure despite interpolate_pos_encoding." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: weight tying/garbage text generation vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different domains: perplexity anomaly on GPT-OSS vs ineffective gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different concrete failures: 3d_parallel.py runtime issue vs FineGrainedFP8Config failure on Qwen3Moe." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related offloading/quantization theme, but not the same concrete bug: dequantized model loading on gpu+cpu offload vs generic offloading not working with quantization." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different issues: missing pad_token_idx in StableLmConfig vs from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different model bugs: BeitImageProcessorFast reduce_labels behavior vs MolmoForCausalLM missing all_tied_weights_keys." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs quantized model save/load breakage after sinq." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes and models: Qwen3 auto device-map cuda assert vs Llava Next loading segfault." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading problems for different models; not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different issues: CustomTrainer compute_loss signature breakage vs 3d_parallel.py execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different memory/performance bugs: int4 quantization OOM vs apex FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 failures: auto device-map cuda assert vs flash-attention generation corruption." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but one is lm_head tied-weight serialization and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different classes of bugs: batched video processor shape issue vs version-dependent tokenization behavior." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: strict config rejecting granite_speech vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different issues: dummy Conv2d in Sam3PixelDecoder vs text encoder weights not loaded in Sam3Model." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: high perplexity on gpt-oss vs tokenization changes across transformers versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: LayoutLMv2Tokenizer NER/padding crash vs bfloat16 dtype mismatch in model inference." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Different training-control issues: resume-from-checkpoint epoch iterator failure vs early-stopping metric selection/disablement." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device-map cuda assert vs 3d_parallel.py not running." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/offloading, but one is generic quantized offloading behavior while the other is mmap disabling on Strix Halo to avoid OOM; 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": 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-10000-500", + "nodes": [ + "issue:28530", + "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:43720", + "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:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "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:36010|issue:42617", + "issue:44423|issue:45406", + "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:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "de282f0be3130130b33e622fcfa2ba8b84ee0bab97aa6b8b3044dfd702be8d10", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated training, loading, tokenizer, multimodal, quantization, and generation/cache bugs. None of the soft edges look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is safe here; the items span distinct failures and feature regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 46858 is the most concrete and broadly technical runtime bug in a shared generation/cache path, but it should not absorb the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve advanced execution modes, but one is a Bamba torch.compile+SDPA failure and the other is packed-weight unpacking during accelerate loading. Different code paths and fixes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache handling, but 46612 is missing beam-search cache reorder for several models, while 46858 is a seq_length device-tensor arithmetic bug in static-cache prefill." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation on load and Trainer max_steps recomputation on checkpoint resume are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are regression reports around tokenization, but one is processor/tokenizer API breakage and the other is version-dependent tokenization drift. Not the same defect." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "These are different model-specific AttributeErrors: MPS histogram for Int in a MoE path versus TimesFM window_size handling." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime failures, but one is Bamba torch.compile with SDPA and the other is a CPU-offload device mismatch for Bark. Different underlying bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding versus processor image-size mismatch. Same broad multimodal area, but not the same code-path failure." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model loading behavior, but one is Transformers 5.0 custom model initialization and the other is from_pretrained inside Python classes. Distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation and incorrect saved visual-encoder keys in Qwen3.5 are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/continuation related, but 44734 is wrong indexing in serve KV-cache continuation while 46858 is prefill slice arithmetic on a device tensor." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision input sizing, but one is an OmDet processor/model size mismatch and the other is a Perceiver interpolation failure at non-default resolution. Not duplicates." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized-model loading with gpu+cpu offload are different quantization/offload bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin versus failure running 3d_parallel.py are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve with multimodal models, but one is a str.to AttributeError in continuous batching and the other is a missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch under auto device map are different problems." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation during save_pretrained are separate filesystem/export issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as static-cache prefill slice arithmetic failing on a device tensor." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are different parallelism/device issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric mismatch and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are different model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "MoE FP8 failure and kernels version/revision import requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-mapping assert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two different tokenizer AttributeErrors on different models/tasks; no shared root cause is evident." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are separate config issues." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size handling are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segmentation fault are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "nodes": [ + "issue:28530", + "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:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042" + ], + "prepared_review_unit_hash": "f4b8d1ebec0f3d4eeea2effd00aa2369b841d87b3174b7e431564e1cc534abab", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The provided soft edges are mostly topical similarities, not true duplicates. I would reject every candidate pair as a duplicate; none look like the same underlying bug/change. No PRs were provided.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate cluster is evident from the provided edges; if a representative issue must be named, issue:43644 is the most concrete standalone regression report in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the clearest, narrowly-scoped bug report among the items; most others are broader, more speculative, or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Different problems: early-stopping metric selection vs image processor handling of void segmentation maps." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated symptoms and code paths: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but one is slow/fast inconsistency while the other is a T5Tokenizer load-time special-token conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a video-input processing ValueError and the other is a weight_only from_pretrained error." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Completely different subsystems: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Different regressions: int4 quantization memory growth/OOM vs tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization offload behavior and the other is a T5 RMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different models and failures: segmentation map processing vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same as stale pipeline-task documentation." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-related CI bugs, but the concrete failures differ: device mismatch vs unpacking packed weights." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading, but one is a non-persistent-buffer corruption regression and the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen 3.5 issues: sliding_window behavior vs unwrapping text_config for composite configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated: auto device mapping cudaErrorAssert vs PEFT adapters failing to load local checkpoints." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Path normalization import warning is unrelated to the missing video-path helpers in multimodal token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different areas: metric gathering last-batch tuple handling vs SAM3 text/bounding-box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serving crash from missing processor state is not the same as streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device offload mismatch and tokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting bug vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window_size, but the affected models and failure modes differ." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto-device-mapping are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload rotary embedding compatibility are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal weight loading/saving, but the concrete bugs are different: save_pretrained key corruption vs text encoder weights not loading." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Model post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a from_pretrained behavioral inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument conflict does not match the model-loading failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation and dtype mismatch in bfloat16 inference are distinct failures." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and PIL image processors requiring torchvision are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "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:44625|issue:45479", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "ac51e530f0fc7fc81e69b520ef539abc492ea35cceebc7118fb2f12de5924f40", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37564, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only a couple of pairs look like true duplicates; the rest are same-subsystem but different bugs. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer regression because it points to the exact failing path (_patch_mistral_regex -> model_info) and explains the HF_HUB_OFFLINE breakage; issue:42886 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best overall issue anchor in this set: it is specific, actionable, and directly captures the underlying failure mode rather than only the user-visible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification/config bugs, but one is num_labels propagation and the other is degenerate zero-loss behavior across models; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the DeepSpeed/ZeRO-3 gradient growth regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a LoRA warning about tie_word_embeddings; the other is incorrect visual encoder keys on save_pretrained. Different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates at runtime are distinct from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving, but one is PEFT local checkpoint loading and the other is quantized sinq save/load corruption; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior does not match a T5 RMSNorm memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-mode failure: 42886 reports the cache-load symptom, while 44843 identifies the exact _patch_mistral_regex/model_info cause." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex memory leak and missing gradient-checkpointing flag on a trust_remote_code model are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train() are different training-loop issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input with padding=False." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "AutoModelForCausalLM config unwrapping for Qwen multimodal configs is unrelated to the missing gradient-checkpointing flag bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token updates and BigBirdTokenizer mask-token registration are related thematically but not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different failures: SigLIP2 pipeline output vs CamemBERT masked-LM predictions in v5." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache/use_cache correctness is unrelated to a T5 decoder-input error message." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing updates are unrelated to LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are distinct multimodal bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral/Kimi tokenizer code, but one is an AttributeError in fix_mistral_regex while the other is a codec-handling regression with a warning issue." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward pass is different from static-cache seq-length returning a device tensor." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation maps and GenerationMixin ImportError are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization offloading issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents missing STE are different model-specific bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to VideoPrism hidden_states plumbing." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to RT-DETR forward failing when feature levels exceed backbone outputs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as Kosmos2.5 long-OCR index errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, stays conservative on the soft edges, and does not overclaim duplicates or PR mergeability. The accepted duplicate pairs are well supported by the issue titles/descriptions, and the rejected pairs are phrased cautiously." + }, + "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": 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-10000-500", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "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:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "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:45584", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "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: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:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:43644|issue:43749", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "49bb01aa12b15f671cb383ce5e5c7809a474171bf5236473194fbf2886af714a", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35678, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster here: the soft pairs mostly share broad subsystem keywords but describe different models, code paths, or failure modes. I would reject all proposed merges.", + "confidence": 0.94, + "canonical_issue_reason": "There is no single canonical duplicate candidate in this set because the issues are largely unrelated. If one issue must be chosen as the representative standalone report, issue 44843 is the most concrete and actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is a strong standalone report: it names a specific helper, has a clear trigger, and appears reproducible with a narrow fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model and failure mode: torch.compile/SDPA vs tokenizer AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Both are model bugs, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken construction bug and the other is a model loading issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed/BertModel init vs fbank feature extraction." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different regression categories: video position IDs vs long-context performance." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video inputs, but the affected models and root causes differ." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: Gemma3n forward variable collision vs cache sequence-length arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated issues: sliding-window handling in Qwen3-MoE vs AutoConfig missing fields." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading models, but one is a base_model_prefix regression and the other is from_pretrained behavior inside classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC from_latents/STE mismatch are unrelated bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different problems: audio feature extraction vs add-new-model-like / tokenizer mapping logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: tokenizer padding/truncation crash vs Perceiver image classification rescaling issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different symptoms and code paths: CLIPOutput attentions field vs RTDetrV2 output divergence." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different areas: Qwen3 device-mapping crash vs tokenizer load failure for a specific model." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "No overlap in underlying bug: image processor segmentation maps vs CustomTrainer loss signature." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is strict config validation for granite_speech." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/runtime problems: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and defects: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but distinct bugs and triggers: offline model_info call vs backend_tokenizer attribute access." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: AutoImageProcessor loading vs template compilation error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 vs AutoTokenizer failing to load a different tokenizer are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal docs/model problems, but the bugs are unrelated and model-specific." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and likely different underlying causes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and error sources: video processing ValueError vs Gemma3n attribute collision." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different issue types: non-persistent buffer initialization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Both mention processor/import problems, but Bark voice preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different validation semantics across different model families; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different modalities and failure modes: Whisper empty transcription vs Kosmos2.5 long OCR input." + } + ] + }, + "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-10000-500", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43322", + "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:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:44991|issue:46291", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43950|issue:45987", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:43577|issue:43582", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "373853cbbb44fbb8cce55d8e88565cb8c7c9ec7bd3271dd4ed918e157403532a", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "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": "This cluster is heterogeneous and mostly contains distinct Transformer v5-era regressions across tokenization, loading, multimodal inputs, and dtype/device handling. The soft pairs are thematically similar in places, but none look like the same concrete bug/change.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set, covering recent v5/remote_code breakages and serving as the least narrow representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most general regression report and sits closest to the overall theme of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference-time mismatch bugs, but one is CPU offload/device placement on a specific model and the other is bfloat16 dtype mismatch on different wrappers; not the same code-path defect." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Completely different failures: Llava Next loading segfault vs an MPS histogram op limitation in MoE code." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "One is a torch.compile/SDPA failure for Bamba, the other is dtype mismatch inference bugs; similar area, different underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different bugs: last-batch label truncation in gather_for_metrics vs incorrect use_cache behavior in Mamba2Mixer." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal/video-ish errors, but the specific models, failure modes, and code paths differ substantially." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/documentation issue around pipeline removals; the other is a model output correctness problem." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and Qwen3.5 flash-attention generation are unrelated regression types." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in warmup code vs stale config dtype after from_config; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation vs Video-LLaVA missing temporal attention / shared weights are different model-loading/model-architecture problems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs import failure due to kernels package version/revision requirements; different dependency issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update at runtime and Whisper batch_decode skip_special_tokens are related to tokenization, but not the same code-path bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific regression caused by removing is_torch_fx_available; 45020 is a broad umbrella for remote_code breakages." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache.get_seq_length returning the wrong type/shape." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessing vs variable-name collision causing an AttributeError in Gemma3n." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention shape issues in Qwen VL models, but one is a specific load-time weight mismatch and the other is TP-plan missing entries causing OOM/shape errors." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video feature/token mismatch is unrelated to the T5 decoder-input validation error-message issue." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removals, but one is an error message and the other is docs cleanup; not the same defect." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The titles are tokenizer-related, but one is specifically added-token spacing while the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An indexing shape mismatch is not the same bug as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch in inference are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing/position-id logic." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight handling during accelerate loading is unrelated to bfloat16 dtype mismatch inference bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading broken and init_empty_weights rejecting _is_hf_initialized are both loading-related, but not the same underlying failure." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model instantiation patterns, but one is a Jupyter/custom-model regression and the other is inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM correctness and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/back-end dependency omission is unrelated to the Mistral tokenizer regex patch crash." + } + ] + }, + "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-10000-500", + "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:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:43526|issue:44554", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:42490|issue:43257", + "issue:43720|issue:44610" + ], + "prepared_review_unit_hash": "529847686d1ac2bc65569b09de977b24582adabc0317aa1b1d64130d208c6b1b", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly superficial similarities across unrelated bugs (loaders, processors, trainers, and model-specific regressions). I do not see any pair that clearly reflects the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the set spans unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for deduping this cluster, since the apparent similarities are broad and mostly incidental.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different areas and failures: BarkProcessor voice preset vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP model structure inconsistency. Related theme, but not the same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor shape/padding issues, but for different models and different logic paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default vs DAC latent reconstruction mismatch are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL regressions affecting different loading/rope-index code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate tokenizer/processor issues." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different mistral_common-related failures: missing ReasoningEffort import vs continue_final_message behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is not the same as PIL backend requiring torchvision." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to quantized loading fallback in git-oss-20b." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading a specific model is not the same as the broad remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video bug and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie_word_embeddings/warnings in Qwen variants, but the reported behavior and affected code paths are not clearly the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIP tokenizer max_length bug are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and a specific tokenizer load failure are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift are separate image-model regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion and multimodal token counting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different models and failure modes: label reduction vs MPS attention correctness." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated regressions." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error and trainer.evaluate() after train() failure are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backends issue for torch install and kernels import-version requirement are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug and OmDet-Turbo processor size mismatch are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "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:43454|issue:43577", + "issue:43525|issue:46291", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "f298fb9b1a898533cfa97f412117adcb3c6cb85f05ef8aae128209c35b655b0d", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The soft pairs share broad subsystems at best, but they do not look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If an issue must be used as a loose anchor, issue:43329 is the most concrete code-path bug report (specific undefined variables in the video multimodal helper), but it is not a true representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different problems: SigLIP2 doc-example errors vs GPT-oss MXFP4 quantization fallback/OOM behavior." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated models and failure modes: PEFT/local-checkpoint loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-loading/regression reports; one is a unit-test load issue, the other is a flash-attention generation bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but one is about trust_remote_code dropping fields and the other about unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs processor/model image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen MoE weight conversion/loading bug vs a separate CUDA OOM report for GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper decode token-skipping; same broad area only, not same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM report." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen, but one is a MoE loading/accelerate-deepspeed issue and the other is a weight-shape mismatch in Qwen3-VL." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are about exception handling hiding errors, but they affect different tokenizer/feature code paths and are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-related, but one is undefined variables in multimodal token counting and the other is incorrect batched output shape from video processors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache subsystem, but one is recompilation from lazy init and the other is max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Shared video/VLM area, but 44479 is a broad regression across multiple models while 43329 is a specific undefined-variable bug in a helper." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config handling vs a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/loading concerns, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo causing OOM." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated training-state bookkeeping bug vs unexpectedly high perplexity on GPT-oss-20b." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: init_empty_weights/_is_hf_initialized argument handling vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Not the same issue; one is a vague data request and the other is an isolated reproduction of a different tracked bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: FP8 model loading failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; no concrete overlap." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are model-specific failures on different code paths and should not be merged." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and symptoms: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Completely different problems: missing PyTorch dependency ImportError vs Bart generate() UnboundLocalError." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug vs Blip2 dtype propagation bug; different models and fixes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to the pipelines import failure with kernels v0.15." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: special tokens not added vs codec handling/fix_mistral_regex warning in Kimi-K2.5." + } + ] + }, + "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-10000-500", + "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:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "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:28282|issue:34689", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "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:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:43540|issue:44560", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "1f66082a52d6c100eaa61eabb662341467f13a2b0a298d1db2433ab14b6a38e0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36012, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous; the nearest umbrella is the broad tokenization-regression report, but the suggested soft pairs do not look like true duplicates or mergeable one-fix-fits-both cases.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set: it describes a generic tokenization behavior change and has the most inbound references, while most other items are narrower model- or runtime-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best cluster anchor because it is umbrella-like and can subsume tokenization regressions more naturally than the model-specific, dependency-specific, or hardware-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: model loading failure for a specific model vs. CLIPTokenizer max-length behavior." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: missing PyTorch import error vs. a Llama 3.2 vision loading regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems: tokenizer max_length bug vs. YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model issues, but they affect different code paths and symptoms; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key regression are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency breakages with different triggers and fixes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token accounting." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque crash and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend installation issue vs. a model import failure; different causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is not the same as LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken kwargs collision vs. a specific tokenizer-loading regression." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FlashAttention long-context performance regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train lifecycle bug is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype/state consistency, but one is BLIP2 loading and the other is from_config staleness; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: FP8 config handling vs. FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to the broad tokenization regression in 45701." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 compatibility for XLM-Roberta is unrelated to missing-PyTorch import errors." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are not the same underlying change." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video processing are separate failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package backend omission and a specific model-loading failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but the affected models and concrete failures differ." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Phi-4 multimodal model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "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:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:45672|issue:45674", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "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:44625|issue:44877" + ], + "prepared_review_unit_hash": "0159f8acda31d0e2876f5274538ed497e571e8284664cdb5ba819faa54742a28", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35602, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives. The only convincing duplicate pair is the Qwen video-input regression reports (#44479 and #45381), which appear to describe the same underlying position-id bug. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.82, + "canonical_issue_reason": "#44479 is the broadest and clearest report, covering the video-input regression across multiple Qwen model variants; it also matches the one plausible duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 is the best global issue to anchor the cluster because it describes the shared concrete regression at a higher level and is more representative than the narrower repro in #45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression: both describe wrong video position-id handling in the Qwen2.5-VL/Qwen3 family, with #45381 reading like a narrower reproduction of #44479." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and different failures: zero probabilities in SigLIP2 vs non-default-resolution interpolation in Perceiver." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading/configuration problems: `_is_hf_initialized` with `init_empty_weights` vs `AutoImageProcessor` URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but the model families and concrete code paths differ (`Qwen3OmniMoe` processing vs Qwen2.5-VL/Qwen3 position-id regression)." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer bugs: token-count tracking vs `compute_loss` signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: DeepSpeed/accelerate weight conversion vs RoPE-layer dropping in SmolLM3." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer special-token duplication is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: PIL image processor torchvision dependency vs tokenizer regex patching." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated runtime errors in different areas: Apple Silicon allocator warmup vs TimesFM `window_size`." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch 4-bit inference, but one is Gemma4 audio-module `finfo` on uint8 weights and the other is a BitsAndBytes skip-module configuration regression." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different causes: MobileLLM key error vs missing float8 storage object." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/SmolLM issues: RoPE-layer mismatch vs missing decorator for `apply_rotary_pos_emb` registration." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is SmolLM3 RoPE-layer handling and the other is Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns BOS/EOS insertion and the other leading-space encode/decode behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Completely different issues: a version pin bump vs stale auto-mappings references." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different model stacks and failure modes: Mistral-3 dtype mismatch vs DiffusionGemma pipeline breakage." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but the affected models and concrete paths are different (BLIP-2 QFormer vs SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs image processor URL loading." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No concrete evidence they are the same bug; one is a reproduction of an older issue, the other is an official Nemotron example breakage." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/runtime errors: DeepSpeed weight dimensionality vs BART `generate()` decoder mask assignment." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths entirely: XLNet CPU tensor creation vs T5 decoder-input validation messaging." + }, + { + "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." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different problems: Gemma4 device placement vs T5 error-message wording." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a GGUF/auto-class loading break and the other is a specific model load failure; no clear same root cause." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 changed predictions vs VideoPrism output field mismatch." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Unrelated regressions: Qwen3.5 save_pretrained key mapping vs tokenizer token-ID generation errors." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: `num_labels` propagation vs strict config blocking `granite_speech` loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, #44479 \u2194 #45381, is reasonably supported by the titles as the same Qwen2.5-VL/Qwen3 video-input position-id regression, while the remaining pair judgments are appropriately cautious false negatives. No PR-mergeability issue applies here." + }, + "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": 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-10000-500", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43540", + "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:44737", + "issue:44811", + "issue:44843", + "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:45663", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "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:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:38175|issue:43295", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "2f208cfa7353844ce3906ec5b0684fdb5370d0916c4e517c5501c187b0322705", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bug reports. The only plausible duplicate pair is the v5 tied-weights/save-serialization regression in #44466 and #45005; everything else differs by model, code path, or symptom.", + "confidence": 0.58, + "canonical_issue_reason": "#44466 is the best anchor because it is the most concrete, reproducible regression report in the tied-weights serialization area, and it aligns best with the one plausible duplicate theme in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44466 is the strongest standalone issue: it names a specific regression, a precise failure mode (`lm_head.weight` serialization), and a clear version comparison.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma-4 FSDP2 `KeyError` vs Qwen3.5 TP plan OOM/shape error." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated issues: Qwen3OmniMoe video input ValueError vs FA2 long-context performance regression." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is silent config reload defaulting and the other is a type error in rope-key conversion; different bug paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU `torch.arange` bug and flash-attention `s_aux=None` crash are unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error-message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output mismatch vs Qwen3.5 save-pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a sequence-classification zero-loss issue across models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver non-default-resolution image-classification failure are different problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is `trust_remote_code` AutoConfig loading and the other is a specific Qwen3.5MoeVisionConfig field dropped by strict validation." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one returns `None` and the other puts `last_hidden_state` into the hidden_states slot; different models and opposite symptoms." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same underlying v5 tied-weights regression around serialization/save-pretrained behavior; #44466 is the more specific instance, while #45005 describes the broader translation-model manifestation." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs AutoTokenizer failing to load a different tokenizer are different failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key mismatch and quantization save/load breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token special-token registration bug and MLukeTokenizer task AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load-time index error and trainer.evaluate() post-train failure are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading and offline-mode `model_info()` misuse are distinct loader bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper `skip_special_tokens` handling are different APIs and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities issue and processor.tokenizer regression are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsense outputs and Perceiver resolution/interpolation failure are different model-specific issues." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` and DiffusionGemma image-text pipeline failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import dependency issue and Windows ROCm/torch.distributed dependency issue are different environment/import failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and unsupported `tensorflow_text` backend are separate backend-resolution problems." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and Kimi-K2.5 codec/mistral-regex regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft pair, #44466/#45005, is supported by the titles and stays appropriately cautious about a shared v5 tied-weights/save_pretrained regression. The remaining rejects do not overstate similarity and the summary does not claim unsupported duplicates." + }, + "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": 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-10000-500", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "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: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:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:42898|issue:46491", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:44484|issue:44704", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "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" + ], + "prepared_review_unit_hash": "462b92e2a5f1a3be84e4121cb803b00e5a031d217392930f481a049219b15515", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35545, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to treat as a duplicate set: the paired items share only broad themes like tokenization, loading, or generation, but each points to a different concrete code path or model-specific bug. No soft edge is a safe merge candidate.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is a noisy semantic bucket spanning unrelated failures across tokenization, config loading, generation, and model-specific regressions.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a reliable global representative; choosing one would misrepresent the cluster\u2019s mixed topics and distinct root causes.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading related on paper, but one is a Qwen3-MoE sliding_window issue and the other is a MobileLLM key error; different models and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is a v5 clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip regression; different tokenizer paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to a MacOS bus error loading a community CLIP model." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both mention special tokens, but BigBird mask-token registration and mdeberta BOS/EOS add_special_tokens behavior are distinct tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Trust-remote-code config field loss and FSDP RAM-efficient loading are separate subsystems with different causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF AutoTokenizer/AutoModel loading breakage and Blip2 dtype propagation are unrelated load-time bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an apex FusedRMSNorm memory leak are different model internals and not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and Sam3Model text-encoder weights not loading are separate architecture-specific issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "One is an offline-mode network call in a tokenizer regex patch; the other is a tokenizer-loading regression for a specific model, not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration and DiaConfig custom token IDs persistence are different bugs in different layers." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but compiled-forward chunked generation mismatch and recurrent-state reset with seq_len>1 are distinct problems." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs not reaching cached_file are different API behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but Gemma3 sliding-window attention NaNs and classification-head NaNs after checkout/init are different symptoms and likely different roots." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A Qwen VL video-input regression and Qwen3.5 num_labels propagation are unrelated model-configuration issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError have no shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence from remote implementation are different model-level changes." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder being skipped are both generation-related, but they affect different mechanisms and models." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent lm_head serialization and sinq quantized save/load breakage are separate persistence bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct model-loading issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A Qwen3.5 flash-attention correctness bug and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit loading via legacy field and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and compiled-forward generation inconsistency do not share a concrete root cause." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but missing fields from AutoConfig and removal of is_torch_fx_available break different parts of the stack." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness 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": 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-10000-500", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "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:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44568|issue:46489", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "7094f247fb5c7c68396baea3f628fd15cdfa0245da7b016733306f292d538c7f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely related by Transformers regression/compatibility reports, but the soft pairs are not true duplicates; they cover different models, code paths, and failure modes. Most are distinct tokenizer, processor, loading, or training issues rather than one underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #43611 is the broadest representative of the cluster\u2019s recurring v5 compatibility/loading regressions, so it works best as the anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43611 is the best single issue to represent the cluster because it captures the most general pattern here: Transformers 5.x breaking model loading/initialization paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are v5-era regressions, but one is a base_model_prefix loading issue and the other is a Qwen3.5 tensor-parallel plan bug; different code paths and fixes." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading and DiaConfig token-ID persistence are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch affect different models and different stages of the pipeline." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "A multi-GPU training question and a CustomTrainer compute_loss signature error are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are different problems with different symptoms and fixes." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image passthrough regression are different processor bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate packed-weights loading and MLukeTokenizer task AttributeError do not share the same root cause." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding=False and the other is assistant tool-call/no-content handling; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a release/version bump for MIN_PEFT_VERSION are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline translation support message are not the same code-path problem." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they concern different models, different fields, and likely different fixes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation behavior and FP8 inference on B200 are separate regressions." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load ScandiBERT are distinct model-loading failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are completely different issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq save/load breakage involve different model families and failure modes." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a flash-attention generation regression are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored when text_kwargs is passed are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and a ZeRO-3 gradient explosion are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 documentation errors and the processor.tokenizer/images regression do not match." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype drift for embeddings and gradient growth under ZeRO-3 are unrelated training issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are both v5-related, but not the same concrete bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression after upgrade are distinct regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error for CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and FP8 inference failure are different issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mdeberta add_special_tokens regression and DeepSeek-Coder tokenizer output mismatch are separate tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes in eval and resume_from_checkpoint key mismatches are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "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:44488|issue:44843", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:45245|issue:46710", + "issue:46399|issue:46846", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "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:43873|issue:46050", + "issue:44869|issue:46752", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "b7780bc387e3d79991174c83d19d044a7eeda3f36c9d5ef63ded0ec5267e3b3f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36302, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regression reports spanning tokenizers, multimodal configs, quantization/offload, cache behavior, and CI failures. The soft links are largely based on superficial theme overlap rather than the same underlying bug, so none should be merged. No PRs are present in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the broadest, highest-signal user-facing regression here: it affects all Granite models and points to a concrete v4\u2192v5 tokenizer breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is clearly scoped, has wide impact, and captures the most central repeated theme in the set: a version-regression in model/tokenizer behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but one is a specific model not loading and the other is an HF_HUB_OFFLINE regression in _patch_mistral_regex; different code paths and fixes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different models, different failures, and different likely fixes; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition for a specific tokenizer while the other is wrong token IDs across Granite models; too different to merge." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for a Qwen model and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "A tensor-parallel OOM and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key mapping; different bug classes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version model-loading breakage; not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error and an accuracy regression are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration crash and missing TP-plan entries causing OOM are different code paths." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level mismatch are unrelated model bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are structure/field regressions, but one is unexpected position-id keys and the other is CLIP class structure divergence; not the same fix." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import handling on Python 3.13 are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU-offload device mismatch in Bark and a GraniteSpeech CI stale-override failure are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions after v5, but they affect different models and different missing fields." + }, + { + "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 failing to unwrap text_config; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Dtype mismatches in inference and RT-DETR forward shape handling are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A BEiT legacy-field loading issue and a BigBird tokenizer special-token registration issue are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field and an unexpected init_empty_weights argument are different compatibility regressions." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/generation, but one is compiled-forward inconsistency and the other is max_cache_length semantics for quantized cache; not mergeable." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and a DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "RT-DETR backbone/output mismatch and static-cache slice arithmetic on non-CUDA backends are different problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 token-type defaults and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and quantized save/load breakage are related only at a very broad theme level; they are different code paths." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decoding and empty-list chat templating are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs 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": 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-10000-500", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "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: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:43295|issue:44610", + "issue:45823|issue:46192", + "issue:45200|issue:45823", + "issue:29870|issue:29942" + ], + "prepared_review_unit_hash": "a6b598ee7ca92f97eb8a17f68fbea644c0d0843a99d3be18667f84b0ec628cde", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35561, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft edges are mostly superficial title-level similarities, not the same underlying bug or code path. None of the candidate pairs look safe to merge as duplicates, and there is no clear PR-equivalent here.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the most central/open item in this set by activity and inbound references, but the cluster overall does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only as the most active referenced issue; it is not a strong semantic canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device-mismatch forward bug; different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output correctness and a generic position-id key warning are unrelated symptoms with different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention import/runtime crash with None aux state; the other is save/load breakage for sinq quantization." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer distributed broadcast NoneType handling." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 and a DiffusionGemma pipeline failure are different model families and different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation errors and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing in tokenizers is unrelated to TrainerState token-count tracking not updating." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 lite-text memory overflow are different implementation/performance issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when head dims differ and a PyTorch version check bug in flex_attention are separate problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing failure are different server bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure from GeneratorExp and SigLIP2 zero probabilities are unrelated model/export bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 discrepancy and resume_from_checkpoint key mismatch do not share a concrete code path." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression after upgrade are distinct regressions." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation type handling are unrelated bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and video processor batched-shape bug affect different components and behaviors." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import error and meta-device model-loading failures are separate loading issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-state crash and AutoModelForCausalLM text_config unwrapping are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Gemma4Processor tokenizer access 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 API bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing after 5.0 and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor._tokenizer regression and OmDet-Turbo image size mismatch are different failures." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mismatch forward bug and return_tensors handling are not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and device_map auto forward mismatch are different Gemma4 problems." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART decoder_attention_mask initialization bug and Flash Attention 2 test failures 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": 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-10000-500", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "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:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "8c01b61cf698e9e60390f603a8f4e887d789b7791af6be7f782893e808b8bde0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35882, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues; the soft-similarity pairs mostly share superficial keywords or subsystems but not the same underlying bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the most representative triage target here: it is open, has the strongest discussion/inbound-reference signal, and describes a concrete user-facing regression with clear multimodal impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is also the best overall issue candidate because it is active, well-evidenced, and likely to attract follow-up, whereas most other items are narrower or less central.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: one is a torch.compile/SDPA failure in Bamba, the other is a gradient blow-up during DeepSpeed ZeRO-3 training." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both involve import/backend plumbing, but the failures are unrelated: flash_attn import resolution vs tensorflow_text not being in BACKENDS_MAPPING." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different problem types and code paths: batched video processor output shape vs OOM when loading a large model with tensor parallelism." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/config regressions, but they affect different model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "One is an attention correctness issue on MPS, the other is a tokenizer regression/codec warning for Kimi-K2.5." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local-path import warnings are unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they concern different missing symbols/classes in different modules and are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-state update after sync_gpus is unrelated to the Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both touch multimodal model behavior, but one is processor.tokenizer/image-handling regression while the other is a SigLIP2 implementation mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different issue from LoRA merging with extended vocab causing model collapse." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example mistakes are not the same as the return_tensors kwarg being silently ignored." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one returns all-zero assistant masks while the other crashes on tool-call messages with no content; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to the GraniteSpeech CI stale-device override test." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Video vision_position_ids corruption is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU tensor creation in XLNet positional encoding is a different path from CohereASR's training-loss double-shift bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenization spacing after added tokens is unrelated to embedding resize reinitializing the output embedding." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift between train/eval is a different issue from MoE training memory inefficiency." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as CLIP model structural inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class and incorrect detokenization are distinct bugs with different code paths." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video processor shapes are different media-processing bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "They share a missing pad_token_id symptom, but they affect different config classes/models and likely require separate fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is different from Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is not the same as unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test is unrelated to a stale paged-generate warning about num_return_sequences." + } + ] + }, + "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": 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-10000-500", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "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:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "aec120847ba657c617d4a4e61212e972945eca906babab9987464f8a48602f47", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers issues: v5 compatibility regressions, model-specific loading/shape bugs, processor/tokenizer edge cases, and a few CI/runtime failures. None of the soft pairs look like true duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative regression in the set: a Transformers v5 loading break that fits the recurring compatibility theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for the cluster because it is a clear, user-facing compatibility regression with broad impact and strong topical overlap with several other v5 breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: DAC latent/STE mismatch vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Perceiver resize/interpolation issue vs RT-DETR memory release bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Both involve preprocessing/labels, but one is reduce_labels truncation and the other is return_tensors precedence; different defects." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal positional-embedding issues, but for different models and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Related to v5 pipeline removal, but one is a runtime error message and the other is outdated docs; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model problems: Qwen3 auto device mapping assert vs FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing helper/import_utils breakages, but they concern different symbols and failure modes." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Same broad label-processing area, but one drops tuple elements in gather_for_metrics and the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/pathologies: DAC latent reconstruction vs qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs: CUDA float16 crash vs loss computation omission when denoising is off." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different symptoms and subsystems: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is quantized-cache config behavior and the other is a static-cache seq_length tensor bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm/torch.distributed." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-structure regressions: Qwen multimodal text_config unwrap vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: stale model.config.dtype after from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths entirely: CPU offload device mismatch vs feature-extraction output length helper." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different issues: unexpected zero probabilities in Siglip2 vs RT-DETR memory not freed on delete." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are pipeline/model regressions, but one is a feature extractor center arg crash and the other is Whisper empty-transcription handling." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: SwitchTransformers config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention symbol; the other is a broader Torch 2.10 incompatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated CI/test failure vs Trainer broadcast NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to the GraniteSpeech stale device override failure." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environments and failure modes: PyTorch missing for AutoModel import vs MacOS bus error with community CLIP." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading regressions, but one is base_model_prefix handling and the other is Qwen3-VL shape mismatch; not the same underlying issue." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus v4/v5 output change vs recurrent state reset in qwen3_5 cache handling." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve config/loading, but one is sparse-layer creation and the other is a legacy-field preset load failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: dtype mismatch between train/eval and a misleading pipeline() error message." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:43606|issue:44857", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "15eb67d311ca0f537e876d1c3484d16340b69c1cb18d13f8b4cda96437fd7dbc", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained errors are the same bug. The other soft pairs share broad subsystems (chat templates, loading, device/dtype issues, tokenizers) but describe different concrete failures and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more complete report of the same Qwen3.5 Moe from_pretrained regression; issue:45478 is a near-identical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue anchor here because it is the canonical target for the only confirmed duplicate pair and has the clearer regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: LayoutLMv3 error messaging vs Trainer GPU broadcast on NoneType." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: SwitchTransformers sparse-layer config vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different codepaths: BitNet packed-weight loading vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: flash attention helper vs HybridCache export." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one crashes on batched padding=False and the other returns zero assistant masks; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config bug vs CI stale device-override test; no shared underlying failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but tool-call/no-content crashes differ from continue_final_message behavior." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse is unrelated to category-count limits." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different subsystems: flash_attention sink handling vs Qwen3.5 MoE CPU-offload rotary embedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning is not the same as the GLM-4.7-Flash model-loading failure." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported regression: transformers>=5.4.0 causes Qwen3.5 Moe from_pretrained errors in both issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output drift vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch is a different bug from unexpected position-id keys across models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch-iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to Trainer NoneType broadcast failure." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to the missing falcon_mamba_ssm availability helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example problems do not match the position-id key regression." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg crash in LasrFeatureExtractor is different from Gemma4 PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast error and Mac CLIP bus error are distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different concrete bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The canonical duplicate pair (issue:45310 / issue:45478) is supported by the identical titles and close timing, and the remaining soft-edge rejections stay conservative by distinguishing concrete symptoms rather than 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": 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-10000-500", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:44855|issue:46399", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" + ], + "prepared_review_unit_hash": "584163f6c4514e3a021c0c838d4ecac84d5f4802d26026180da39491f7d55009", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37081, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly false positives: the paired issues span unrelated bugs across model loading, tokenizer behavior, flash-attention, caching, OOM, serialization, and training/runtime errors. No single canonical issue or PR emerges from this set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs and code paths: torch.compile/SDPA on Bamba-9B-v2 vs a qwen3_omni_moe helper-function length calculation issue." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: XLMRoberta Flash Attention 2 support vs Llama 3.2 90B Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: Flash Attention 2 tests failing vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Distinct symptoms and subsystems: zero probabilities in SigLIP2 vs unexpected position-id key warnings in many models." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different runtime areas: Bart generate decoder_attention_mask bug vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "One is dtype drift between training and eval; the other is undefined variables in multimodal token counting for video." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete failures: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenization APIs, but one is wrong token IDs regression and the other is return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different code paths: chat template tool-call crash vs Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely unrelated: a DistilBERT German model issue vs a torch.jit.script GeneratorExp export problem." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both are generation/inference issues, but flash-attention behavior in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different bugs: embedding dtype changes vs gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "No match: Bart generate error is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load paths, but one loses custom token IDs and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: Python 3.13 import/JIT parsing problem vs missing decorator in Qwen3.5 kernel registration." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Unrelated processors: chat template tool-call crash vs SmolVLM video padding calculation error." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different multimodal bugs: iterable dataset with multiple images per prompt vs BEiT fast processor label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different stack traces and causes: AMP float16 crash in LwDetrImageLoss vs flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated: missing flash_supports_window_size import vs packaging/backend selection missing TensorFlow for pip install '.[torch]'." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different training failures: unsupported NoneType broadcast vs OOM with Adafactor in deepspeed." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is spurious recompilation and the other is device-tensor seq_length breaking slice arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different v5 regressions: removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer producing wrong IDs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both mention v5 behavior, but one is model output drift and the other is inconsistent lm_head.weight serialization tied to device." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Different resource issues: quantization offloading not working vs Gemma4 multi-GPU inference CUDA OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different areas: pipeline top_k nesting change vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Completely different: Python-version compatibility issue vs divergence of native DeepseekV3MoE from remote implementation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: trailing-slash local model import warning vs quantization offloading not behaving as expected." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different model/tokenizer issues: missing BOS/EOS on add_special_tokens vs NaN embeddings with Gemma3 sliding-window attention." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Distinct failure modes: BF16-to-FP32 dtype change in eval vs tensor-parallel load OOM for Qwen2-57B." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: eos_token_id mismatch for Gemma-3 vs Qwen3.5 flash-attention generation 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-10000-500", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:45588|issue:45823", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45372|issue:45406", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "c4603b6c675a36347ceabfdab50a405a31716331371d75dca1897c1aeb1d3aec", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical cluster of mostly unrelated Transformers bugs; the similarity links are not strong enough to treat most pairs as duplicates. The best standalone issue is the AutoTokenizer/tokenizer.json loading regression, which is clear and self-contained.", + "confidence": 0.4, + "canonical_issue_reason": "issue:44462 is a clean, well-scoped loading regression with a concrete repro path, and it is the most representative standalone bug in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest general triage candidate: specific, actionable, and centered on a user-visible loading bug rather than an incidental symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs checkpoint resume key mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: flash-attention sink handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "One is a MacOS bus error for a CLIP model; the other is a SigLIP2 doc example mismatch/quantization issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: LayoutLMv3 box validation messaging vs TrainerState token counting update logic." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-GPU/CUDA problems, but they are different failure modes and likely different fixes." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different tokenizer/save issue vs a broad exception-handling bug in Fuyu tensor conversion." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures in different models and code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state cache handling." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model-loading base_model_prefix regression is not the same as rope-validation list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision loading are different regressions." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/dependency failure is distinct from flash-attention sinkless-model crash handling." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure during Qwen3Moe load is not the same as quantized model saving failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird mask-token registration is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Shared Gemma4 context, but one is an import dependency issue while the other is a missing processor attribute in serve." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to video-input regression for Qwen VL models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support and flash-attention aux-state crash are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are different symptoms/fixes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory release are different problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B-A14B is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is a wrong decoder-type bug while the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf error masking are separate tokenizer/processor issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and eval-mode gradient checkpointing 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": 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-10000-500", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45412", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "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:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43526|issue:44186", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743" + ], + "prepared_review_unit_hash": "d794c83d9f492222854316f3c4e8b57ef8f0546de5aef9e1f1b5020417eed637", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous false positives: the soft pairs span different models, subsystems, and failure modes, so none looks like the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: these pairs cover distinct bugs across unrelated models/features, so no safe duplicate anchor emerges.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active and referenced issue, but it still doesn't represent the rest of the set well enough to serve as a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging vs token embedding reinit; different code paths and symptoms." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor runtime updates vs Gemma3 NaNs in sliding-window attention; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is GC leak on deletion and the other is model call overflow; not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP loading OOM vs int4 quantization reserved-memory regression; same symptom, different root cause." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs bfloat16 dtype mismatch in inference; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after token alignment; different paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; different models and failures." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BEiT processor vs long-OCR index error in Kosmos2.5; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug vs Flash Attention 2 long-context performance regression; not the same problem." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error for Qwen2.5-VL class vs a generic dependency issue; no concrete match." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 error clarity; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support vs Adafactor/DeepSpeed OOM; different subsystems." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention titles, but there is no evidence they describe the same concrete bug/change." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed vs Llama 3.2 Vision load breakage; different failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels bug vs LayoutLMv2Tokenizer crash on padding/truncation; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM vs embedding reinitialization bug; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs sliding_window issue in Qwen3-MoE; different model families." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError vs missing decorator crash in Qwen3.5 kernels; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less AttributeError vs broken auto_mappings references; different causes." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation vs offloading/quantization bug; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template crash with padding=False vs wrong vision_position_ids for video input; different issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom-init breakage vs patchtsmixer post_init policy change; related theme, but not the same fixable bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression vs category-count runtime error; no overlap beyond being failures." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs Whisper skip_special_tokens handling; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver resolution/interpolation bug; different components." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default vs unsupported center arg in feature extractor; different audio code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local path warning vs Qwen3.5 recurrent-state reset 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": 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-10000-500", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "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:44190|issue:44496", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "c010b5729a820f4866fddc9b5878fddb6805d6586ad52e93ccd2be5ca8761b35", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36218, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated one-off bugs across different models, loaders, and utilities; I don't see any true duplicate pairs. If forced to anchor the cluster, the most general infrastructure bug is issue 45003.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45003 is the broadest, most infrastructure-level bug in the set, while the rest are mostly model- or feature-specific regressions with no clear duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the best issue anchor because it describes a general code-path safety problem in core loading logic and is more reusable than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate load is a different failure mode from AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in a torch extra and a missing import_utils availability helper are separate packaging/API issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity and stale pipeline docs after v5 removals are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "These are different model config discrepancies affecting different fields and different models." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation and the Qwen video-input regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are different preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 TorchScript parsing error is not the same as a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reload behavior affect different config paths." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure and a bare-except in FuyuBatchFeature tensor conversion are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus and metric gathering truncation are unrelated trainer/runtime bugs." + }, + { + "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 problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A failure running 3d_parallel.py is not the same as an OOM while loading Qwen2-57B with tensor parallelism." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention support and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B tp OOM and MobileLLM-125M key errors are distinct loading failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and tensorflow_text backend registration are unrelated backend/config problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression do not describe the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing on one tokenizer class and Fuyu tensor conversion swallowing errors are different failures." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "These affect different parts of the training/evaluation stack and do not share the same code path." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is about dequantized model saving, the other about custom module resolution during reload." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "No overlap in mechanism: checkpoint key lookup versus inference divergence across devices." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Parallel script launch failure and tensor-parallel OOM are not mergeable into one fix." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "These are unrelated model/runtime issues with no shared concrete failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different symptoms, different subsystems, and no common faulty code path." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Loading a large Qwen model with tp and a key error on MobileLLM are not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload mismatch is unrelated to checkpoint key mismatch." + } + ] + }, + "evaluator_result": null, + 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"issue:45698 is the strongest standalone triage anchor: it is open, highly discussed, and describes a concrete reproducible from_pretrained/save_pretrained loading regression, but it still is not a canonical duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different bugs: pipeline top_k output shape vs missing PyTorch backend during AutoModel import." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated import issues: a missing helper symbol vs kernels package version/revision requirements." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: custom processor/tokenizer handling vs pipeline task messaging." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to an onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different functionality: processor/tokenizer image handling vs Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failure modes: Gemma EOS config vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is output inconsistency and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and junk-filled non-persistent buffers are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging/install problem vs a Gemma3 config API discrepancy." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma EOS token config mismatch is unrelated to sinq quantized save/load failure." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init break on v5 is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are different models and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model loading problems, but one is gguf_file handling and the other is missing model_type in config.json." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention support failure are distinct regressions." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different training-loss bugs: router load-balancing loss omission vs double-shift in CohereASR." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for local trust_remote_code models is unrelated to max_cache_length semantics." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion exception handling is unrelated to Windows ROCm torch.distributed import problems." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to SAM3-lite text memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder text issue and Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/pretrained behavior, but one is a legacy field in BEiT semantic segmentation and the other is wrong custom module resolution." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging issue vs missing falcon mamba availability helper." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video processing failure in Qwen3OmniMoe and batched chat-template padding crash are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model not supporting FlashAttention 2 yet is not enough to match a generic Flash Attention 2 issue." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to a tensorflow_text backend mapping 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": 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-10000-500", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43065|issue:44617", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + 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No soft edge is strong enough to merge; the best anchor issue is the broad Transformers v5 non-persistent-buffer regression (43644).", + "confidence": 0.34, + "canonical_issue_reason": "issue:43644 is the broadest and most central bug report in the set, and it has a near-title twin (issue:44534) that looks like the same regression; it is the best candidate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 most clearly represents a reusable root cause affecting core Transformers behavior, unlike the many narrow model-specific or doc-only reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures in unrelated areas: janus image-generation test vs Sam3LiteText auto-mapping/CI breakage." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3, but one is about a dummy Conv2d 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unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation and Swin2SR over-padding are unrelated model/config vs image-processing bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-name collision and the other is a FileNotFoundError from cache loading; not clearly the same defect." + }, + { + "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-count limit error is unrelated to the static-cache slice arithmetic/device-tensor issue." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parse failure is unrelated to flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache and chunked prefill, but one is missing GenerationMixin cache and the other is spurious recompilation from lazy init." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission is unrelated to Florence2 training-loss double-shift behavior." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() UnboundLocalError and output-embedding reinit are different bugs in different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in SAM 3 video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "The non-persistent-buffer regression is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Removed image_utils import and Qwen3.5 chat crash are different issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting change and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Version/Python compatibility issue is unrelated to the Python 3.13 torch.jit indentation parse 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": 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-10000-500", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43673", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "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:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:44077|issue:44877", + "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:43295|issue:45276", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "36bc3904a9923f272d6e71cb1ece450c8706c527475a2323d2a4eadd7b092340", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives: they touch different models, processors, or unrelated error paths. Only the two DeepSeek tokenizer regressions plausibly describe the same v5 tokenizer bug and should be clustered together.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46489 is the most specific report: it names DeepSeek-Coder v1, identifies the v5+ tokenizer regression, and explicitly points to the remaining gap in the prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest canonical issue candidate because it is detailed, reproducible, and directly anchors the shared tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but one is about a stale num_return_sequences warning and the other is Whisper failing on empty transcription; different triggers and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated subsystems: torch.compile/SDPA on Bamba vs local dataset loading in the image-classification example." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL video position ids vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but they are different models and distinct validation bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the serve KV-cache continuation tensor-indexing crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different problems: auto device mapping cudaErrorAssert vs category-count limit in another component." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and image-classification dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3 pixel decoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but chunked-generation inconsistency and a stale warning are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 example errors versus local dataset loading; no shared code path." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to Qwen3.5 save_pretrained visual-encoder key handling." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different preprocessing mistakes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale test and the other is a broken auto_mappings import reference." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression on transformers v5+, and 46489 explicitly describes the remaining gap in the earlier fix." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma4 resize_token_embeddings propagation are different issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-family memory complaints, but one is video OOM and the other is LiteText memory overflow; not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors and different padding/label logic; no evidence of a shared root cause." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template crashing, but one is tool-call messages with no content and the other is an empty-list edge case." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate Hub-loading issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in relative positional encoding is unrelated to Fuyu's bare except handling." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing crash are different paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend detection are different environment issues." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change and Bart decoder_attention_mask initialization bug are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being all zero and wrong vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two different model-loading failures for different repos; no shared underlying change." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils symbol." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is well-grounded: the only clearly mergeable pair is the DeepSeek tokenizer regression pair (44779/46489), and the remaining soft pairs are conservatively rejected as different models, code paths, or edge cases. No soft-edge verdict looks overstated from the packet metadata." + }, + "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": 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-10000-500", + "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:43643", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "7f37892e0099b53f65aa8e6f07303310e0053a0b3c1e5d7bd9a66bb3eb974a16", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bucket of mostly unrelated Transformers issues; every soft pair is a false positive rather than a true duplicate.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue; the cluster spans unrelated bugs, regressions, import errors, config-validation problems, and pipeline/model-specific failures, so any one item would be a poor duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is especially suitable as a global representative; the highest-signal items are still narrowly scoped to their own model or subsystem and do not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: slow import behavior vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading regression vs removed Sam3LiteText config references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config issues: missing fields from trust_remote_code vs unrecognized model lacking model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device test failure is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention 2 support for XLM-Roberta is unrelated to post_init reinitializing tied embeddings after resize." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency issue in torch install extras is not the same as a generic transformers dependency problem." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-validation list typing are different config-path bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Qwen2.5 VL image-processor export issue is unrelated to AutoImageProcessor import failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different modules and failures: Qwen2.5 VL processor export vs missing layer_type_validation symbol." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head tying in Mistral3 generation is unrelated to Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder data issue is unrelated to _torch_extract_fbank_features behavior." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in v5.0.0 is unrelated to max_cache_length only affecting quantized cache." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a model-specific load failure for physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to audio feature extraction." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper behavior is unrelated to CPU/CUDA inference differences." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized Ministral save failure is unrelated to Ministral flash-attention runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the incorrect version check for AuxRequest import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to text-classification docs still mentioning return_all_scores." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug is unrelated to Qwen3_5MoeVisionConfig silently dropping a field." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch is unrelated to loading an unrecognized model." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior 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 cache max length semantics." + } + ] + }, + "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": 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-10000-500", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "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:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "a823ea0c6b3c692de7c721fa472aca0f2fae6bc320651827186e7956bb0a1069", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated regressions across pipelines, tokenizers, loading, serialization, docs, and performance. The soft pairs mostly share only broad subsystem or version-regression similarity, not the same concrete bug/change, so I reject all of them.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, centered on recent-version breakage for remote_code models. It is the best single anchor for a heterogeneous cluster, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and cluster-representative issue here because it captures the widest class of version-induced model-loading failures. That said, the cluster is too mixed for a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are different failures in different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and unrelated root causes." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized config/model loading failure; the other is an AutoModelForCausalLM text_config unwrap bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is Ministral-specific and the other is an s_aux=None crash in a different integration path." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and memory overflow are unrelated symptoms with different mechanisms." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top-k bounds error is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Assistant mask generation bug and long-context FA2 performance regression are different bugs, not one change." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A vague dependency issue and a torch version incompatibility are too generic to treat as the same defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Gemma/T5 embedding resize behavior and Whisper empty-transcription generation failure are different model-specific issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3.5/VL model loading regression and save_pretrained serialization regression are related only by family, not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad import-error report are not the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague request to add data are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification image-processor lookup is a pipeline bug, not the remote_code model-loading regression described here." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Loading failure and incorrect saved visual-encoder keys are different sides of the workflow and not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and resize_token_embeddings not updating embeddings are distinct weight-management bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3.5 model loading and missing Qwen2_5_VL import are separate issues with different affected symbols." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are wholly unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch are different subsystems and different bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit loss gating and mm_token_type_ids defaults are separate multimodal/MoE configuration 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-10000-500", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "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:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399", + "issue:46851" + ], + "soft_pairs": [ + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "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:45542|issue:45800", + "issue:42796|issue:43441", + "issue:43525|issue:43881", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "f84ea76bf6494bdd348e3f892c7e02047f9313ab14e4c3ac1feb645bc04e85fa", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35702, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial theme matches (tokenizers, loading, configs, deepspeed, Qwen/Ministral), but they describe different concrete bugs or code paths. I would not merge any of these pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear duplicate hub; the items span many unrelated regressions and feature bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue:43824 is the most visible/high-discussion loading failure, but it still does not subsume the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Completely unrelated: a vague data request vs an FP8 inference failure on B200." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer save/load, but one is about saved tokenizer_class metadata and the other about AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: multimodal default sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and failures: flex_attention on torch>=2.9 vs TensorFlow backend missing because only tensorboard is installed." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different model/task issues: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs list_repo_files revision forwarding; no shared code-path bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is Adafactor OOM and the other is optimizer.step() being called twice." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific inference bugs, but Ministral FlashAttention failure and Kosmos2.5 OCR index error are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are distinct stages with different failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs a performance regression during data filtering; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm config precision issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; unrelated bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch generated mapping/dummy artifacts, but one is stale auto_mappings references and the other is leftover dummy classes in dummy_pt_objects." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5 issues, but CPU-offload incompatibility and variable-length position_ids are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend installation issue vs Python version compatibility; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different failures." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: CamemBERT masked-LM predictions vs Deepseek tokenizer output correctness." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue and ESM2 model breakage are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent slow import; no shared underlying code bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs CLIPVision hidden_states regression; different models and paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging bug vs torch/transformers version incompatibility; not duplicates." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are separate defects." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is dependency version/revision requirements and the other is a registration/decorator crash in Qwen3.5." + } + ] + }, + "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-10000-500", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "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:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:46614|issue:46665", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752" + ], + "prepared_review_unit_hash": "e0d98802b6840352d080baeb393f4e8139a05b1cd4ab6e16883c41336ac9eb0e", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "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": "The cluster is mostly a set of unrelated Transformers bug reports across different models, subsystems, and failure modes. I would not merge any of the soft-edge pairs; they are at best superficially similar by keywords or broad area.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 46851 is the best-scoped concrete bug report in the set, with a clear failure mode and reproducible model-specific behavior. There is no true duplicate-heavy canonical issue in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "46851 is the most actionable single issue here: specific title, clear runtime symptom, and narrow scope. It is still not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and symptoms: attention kernel divergence under torch.compile vs a docstring/formatting issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device placement/forward mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage backend lookup failure and Qwen3.5 chat crash are unrelated code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output formatting is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a specific Llama4Config attribute bug and the other is a trust_remote_code config-construction inconsistency." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision processors, but one is a padding calculation bug in video processing and the other is an error path for missing vision backend support." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen model families and different logic." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to a Python version compatibility regression." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization mismatch is unrelated to the Gemma-4 zero3 loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and missing TensorFlow backend handling are different dependency/import bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config parsing are not the same issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen model variants and different helper behavior; not the same underlying bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration decorator failure is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utilities is unrelated to a stale generate() warning." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing and apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer phonemizer backend state bug is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and empty-list chat-template crash are distinct failures." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and miswired hidden_states output are different model/runtime bugs." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is not the same as a chat crash in Qwen3.5." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer reading error and Gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "These both mention Qwen MoE, but one is a hf4.x/hf5.x LoRA compatibility problem and the other is a loading regression in 5.0.0.dev0." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import is unrelated to an eos_token_id configuration inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but one is MoE load-balancing loss gating and the other is D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Docstring/ANSI output issue is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink-less model crash and variable-length position_ids are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache tokenization failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and empty-list chat-template crash 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": 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-10000-500", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "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:46897" + ], + "soft_pairs": [ + "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:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "383b091939776c5c8348c7cdbeec50b999eac595254cdae5ba8068060012461f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous with no true duplicate cluster; the soft edges mostly connect issues that share a subsystem name but not the same underlying bug. I would keep the candidate links rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the strongest standalone bug report in the set: it describes a concrete regression, names multiple affected model families, and is framed as an actionable code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue overall because it is specific, reproducible, and broad enough to capture a real regression across related models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are runtime discrepancies, but one is a Bamba SDPA/torch.compile failure and the other is a CPU-vs-CUDA output mismatch in PPDocLayoutV3; different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer corruption in Deepseek v5 is unrelated to resize_token_embeddings not propagating to output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules: Qwen2.5 VL image processor vs is_offline_mode in huggingface_hub." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different symbols and code paths; no evidence of the same underlying breakage." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification using image processors and _torch_extract_fbank_features() are separate processing paths with different symptoms." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed/large-model loading, but one is missing Qwen3 MOE weight conversion and the other is a zero3 deque underflow; different failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "An unrecognized model/config loading failure is not the same as unsafe sys.modules lookups." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video inputs, but one is a Qwen3OmniMoe ValueError and the other is a SmolVLM padding bug; different code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config field dropped by @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to an import-time performance complaint." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer causing an error is unrelated to a general performance slowdown report." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a missing attribute in SAM 3 Video and the other is a memory overflow in sam3-litetext; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but CPU offload incompatibility and missing decorator registration are different concrete failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque underflow and broken auto_mappings references are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing image processor and an IndexError in BertModel with ZeRO3 init are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are strict-config complaints, but they affect different models and different missing-field behavior." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image passing regression is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/output-embedding propagation has nothing to do with Whisper empty-transcription generation failure." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights/embeddings, but one is serialization inconsistency by device and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor.save_pretrained files and AutoProcessor's unrecognized image processor error have different root causes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast and Florence2's training-loss double-shift issue are different model-specific problems." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() unbound-local error and MLFlow not reporting failed jobs are unrelated operational bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to protobuf-related tokenizer error masking." + } + ] + }, + "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-10000-500", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45250", + "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:46829", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "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" + ], + "prepared_review_unit_hash": "692fea03121cfdaca1eb0aae7424001fd507c153b2595f780aae9eab27c48580", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35965, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated bug reports across model loading, tokenizers, video, cache, and compile paths. No PRs are present. The most coherent anchor is the StaticCache/get_seq_length device-tensor bug, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.17, + "canonical_issue_reason": "Issue #46858 is the clearest, most actionable report in the recurring cache/get_seq_length theme, with a concrete failure mode on non-CUDA backends and torch.compile.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46858 is the best anchor because it is specific, reproducible, and tied to a concrete code path; it is more representative than the broader or more ambiguous reports nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific support error for NemotronHForCausalLM and the other is a generic topic; not the same bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class behavior and Qwen3.5 variable-length position_ids are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss shifting are different subsystems and failures." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning in Qwen3-Next and a patchtsmixer post_init policy issue are not the same underlying problem." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 breakage are unrelated; no shared concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR garbage-collection memory release and MaskGenerationPipeline partial-batch dropping are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models and a Windows/ROCm torch.distributed import issue do not share a code path." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and deepspeed double optimizer stepping are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. a sam3_video/sam3_tracker type warning are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 Video and a Qwen3OmniMoe video-input ValueError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and a Windows ROCm import failure are distinct bugs." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "One is a platform import/dependency problem; the other is an RTDetr forward shape/feature-level mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Two different stale warnings in different features; not the same underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are too different to be duplicates." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are separate model-loading issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and a Gemma tokenizer roundtrip bug are different layers and failures." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "VideoPrism output field mix-up and cache.get_seq_length tensor arithmetic are not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction issue is not the same as the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash and a flash_attention.py s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache concepts, but one is attention-kernel divergence and the other is lazy cache initialization causing recompilation." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support and missing chat templates are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and cache.get_seq_length slice arithmetic are unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder implementation and partial-batch handling in MaskGenerationPipeline are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer_class metadata mismatch and missing processor files are different concrete 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-10000-500", + "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:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "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:43475|issue:43643", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:46821", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:45230|issue:45397", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202" + ], + "prepared_review_unit_hash": "f70d75bc3e652bfc64e49a53475072a64cd05b3d66283f53ff3e127911828a6f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: the items mostly describe different Transformers regressions across unrelated models/subsystems. I did not find any soft pair that clearly refers to the same concrete bug or change, so I rejected them all as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46726 is the clearest, most actionable representative of the set: a specific AutoProcessor failure when a vision backend is missing, with a well-defined user-facing error path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 is the best single issue to stand in for this cluster because it is concrete, narrowly scoped, and representative of the processor/vision-backend failure mode seen in the nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: tokenizer AttributeError vs. a performance regression after upgrade." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/image flows, but one is incorrect outputs and the other is a missing-backend error; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: data filtering slowdown vs. DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the slowdown report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos-token config inconsistency is unrelated to AttentionInterface behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save files issue is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to ESM2 being broken." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Different code paths: FlashAttention failure vs. empty-chat-template IndexError." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; 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:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they affect different internals and symptoms." + }, + { + "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 missing is not the same as a Sentence Transformers loading hang." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing AutoImageProcessor export and a nonexistent image_utils import are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a specific config-field omission; insufficient to merge." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque exhaustion." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report does not identify the same bug as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision backends, but one is a video-model AutoProcessor crash and the other is an image-processor error message; not clearly the same concrete failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash is unrelated to Kimi tokenizer codec handling." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors and missing-backend AutoProcessor handling are different issues." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring bug for position_ids is not the same as a runtime variable-length-input failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to Gemma pipeline roundtrip on \u2581." + } + ] + }, + "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-10000-500", + "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:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "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:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693" + ], + "prepared_review_unit_hash": "8814bb0b6c7e4fa06d64dbe6caa5d66c9f9f83365b9183b1ea96fbcab637a7c9", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster remains mostly heterogeneous. The only clear duplicate candidate is the exact-title repeat of the Qwen3ForCausalLM VRAM leak report (issue:42673 / issue:43704); the other soft edges are best treated as separate bugs or regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best anchor because it is the more detailed and better-referenced report in the exact-title Qwen3ForCausalLM VRAM leak pair; issue:43704 matches the same title but is a shorter later repeat.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global issue candidate because it has the richest discussion and references for the repeated Qwen3ForCausalLM VRAM leak report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image infinite loop are unrelated code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are model import/runtime issues, but they involve different symbols, triggers, and fixes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported names and likely different missing-export causes." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "A CUDA float16 loss crash and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Aux-loss behavior in D-FINE is unrelated to docstring diagnostics at import time." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact title match for the same Qwen3ForCausalLM VRAM leak report; the packet supports treating 43704 as a repeat of 42673's bug report." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 family loading, but the model variants and failure contexts differ enough to treat as separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Importing GenerationMixin and importing AutoImageProcessor are distinct API breakages." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure is unrelated to Qwen3.5 from_pretrained loading errors." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is a tokenizer roundtrip issue and the other is a pipeline/output wiring problem." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and an import error for Qwen2_5_VLForConditionalGeneration are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patching and auto_docstring annotation handling are separate subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy config field breaking pretrained loading and an xdist race on captured_info.txt do not share a code path." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install and a missing image_utils import are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test file race condition and stale auto_mappings references are separate CI issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support breakage and a missing import from image_utils are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and pytest-xdist file races are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and a DeepSpeed OOM with Adafactor are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin/release mismatch is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and token embedding reinitialization are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior and missing BOS/EOS insertion are distinct tokenizer regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config initialization and VideoPrism output-field mismatch are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal-mask construction in Gemma4 and pipeline final-batch handling are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 from_pretrained errors are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leakage in dataloader threads is unrelated to the FA2 long-context performance regression." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the rationale is not fully grounded in the packet: issue:42673 is marked closed, not open, and the packet only supports that issue:42673 and issue:43704 share the same title, not that they have the same full bug report. The rest of the soft-edge verdicts are generally conservative, but these factual overstatements are enough to reject." + }, + "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": 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-10000-500", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231", + "issue:46762", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:44734|issue:45103", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "f7e8b0a3558a0a67ed2418d849302789b10e339f27ba74da6e4bfac98bef0082", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "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, docs/example bugs, model-loading/import errors, optimizer issues, and multimodal model-specific problems. No soft pair looks like the same underlying fix, so all candidate duplicate edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single true canonical issue exists for this mixed cluster; if one must be chosen, issue 45812 is the strongest representative because it is a concrete, high-signal functional regression with external references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall anchor: it reports a broad, user-visible tokenizer regression with clear impact and more evidence than the smaller docs/import outliers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Both are bug reports in transformers, but one is a multimodal config defaulting issue and the other is a Whisper decoding crash; different code paths and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is an AutoTokenizer loading regression and the other is add_special_tokens behavior for a specific tokenizer; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are distinct documentation issues, not one underlying change." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and Granite token ID generation are separate failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Config propagation in Qwen3.5 and docstring import-time stdout noise are unrelated defects." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "These are different tokenizer regressions affecting different models and behaviors, not one shared code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken examples, but they concern different documentation pages and different error types." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization, the other is ModelOutput key assignment; unrelated internals." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch vision/multimodal loading, but one is a missing processor method and the other is a remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they stem from different missing symbols and different packages/models." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "A server KV-cache indexing crash and an auto_docstring annotations crash are separate subsystems with different fixes." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 model loading are unrelated issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are different multimodal-model bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 tokenizer/processor regressions, but one is token cleanup and the other is processor.tokenizer/image passing behavior." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec handling differs from clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading position_ids after buffer registration and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures: empty multi-label outputs versus loading a local dataset." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failure and embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency-version bump and leftover dummy-class cleanup are not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata; different artifacts and causes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing submodule import and missing PyTorch dependency are different import-time failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning logic and missing _tp_plan for tensor parallelism are separate Qwen model issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "An optimizer implementation bug and a documentation typo are not the same underlying change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A nonexistent image_utils import and leftover dummy classes leaking into dir(transformers) are different import-surface problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "The DSA indexer/ReLU discussion and Minimax numerical differences are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are distinct bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata serialization and deepspeed double-step behavior do not share a concrete code path." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug and a generic AutoTokenizer loading regression are different failures." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but one is FP8 MoE weights and the other is processor file export; not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46909" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "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: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:44263|issue:44360", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:44261|issue:45092" + ], + "prepared_review_unit_hash": "973baf1c28250ac64d0d0fd10ce17284eaa6e5f07606c92e94fd4589b44de977", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regression and model-specific bug reports. The soft-similarity edges mostly reflect shared vocabulary (save/load, config, vision, tokenizer) rather than the same underlying defect, so none should be merged.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the broadest concrete regression in the set: non-persistent buffers being filled with junk in Transformers 5.0, which has clear system-level impact and best matches the cluster\u2019s common v5-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue here because it describes a concrete, cross-cutting runtime regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different failures: Pegasus output regression vs AttentionInterface.register behavior change." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated bugs: category-limit RuntimeError vs attention registration semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaults when None is a different code path from junk non-persistent buffers." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different dependency causes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch on save_pretrained is distinct from Qwen3.5 from_pretrained/MoE loading failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Behavior of a registered function is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug is not the same as the max_shard_size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and remote-code meta-init incompatibility are different problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script failure is unrelated to LlamaConfig head_dim rejection." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync bug is not the same as cache max_length handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug and Kosmos2.5 long-input index error are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking do not match." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template support." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA indexer code, but one is torch.split return values and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window off-by-one and video padding miscalculation are different defects." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer return values vs a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are distinct." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure and sinq save/load breakage are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids and sliding-window masking are different model behaviors." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate serving failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision issue is unrelated to InternVL2 meta-initialization incompatibility." + } + ] + }, + "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-10000-500", + "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:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "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:45381|issue:46909", + "issue:43540|issue:46909", + "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:43976|issue:44945", + "issue:46172|issue:46762", + "issue:42907|issue:43937", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "7c3ea2ff26ebbd5e576055db34f2e07eea06cd11e2006583fc3bbd58f212a976", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are only loosely related by broad subsystem (tokenizers/imports/model loading) rather than the same underlying bug. I rejected all soft edges as duplicates and selected the broad Transformers 5 regression issue as the best canonical issue for this mixed cluster.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression here: a version-upgrade breakage causing multiple import failures, which makes it a better umbrella canonical than the more narrowly scoped bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and best fits as a cluster anchor for widespread import/API breakage in the Transformers 5 transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different problems: missing module import versus a Flash Attention 2 model-specific issue." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both concern model behavior, but one is FA3 training degeneration and the other is NaNs after checkout/init; not the same code path." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer corruption versus a streaming mask off-by-one." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and failure modes: FP8 accuracy regression versus Qwen3-VL-Moe compatibility/loading issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different breakages." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different SAM3 issues: wrong model type warning versus missing text encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "No shared underlying bug; FP8 accuracy and an infinite-loop image case are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error and tokenizer spacing behavior are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs special tokens)." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and decoder-type mismatch are different tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading is unrelated to quantized model saving failure." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific huggingface_hub symbol issue and the other is broad Transformers 5 breakage." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Model Flash Attention support and Sentence Transformers loading hang are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a class mismatch warning and the other is a memory overflow; not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenization-related, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization change." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position IDs bug and a broken documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure is unrelated to a DIA docs example." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and MacOS bus error are different runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and pipeline-parallelism output correctness are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a sentence-transformers import NameError are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return handling in GLM-MoE are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer failures for different models; not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving failure and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are not the same issue." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different numerical discrepancies; not one shared bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure and broad import regressions overlap only at a high level, not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-500", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46877" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "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:22355|issue:29159", + "issue:39401|issue:46614", + "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:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "365ed03fd78b85f2e009f61feedcd4d2b83573d36826932c9d268a95c1234952", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft links are broad topical similarities (tokenizers, save/load, model-family bugs, docs), but none look like the same underlying defect or a PR that should be merged together.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated tokenizer, model-loading, training, packaging, and documentation bugs, and the soft edges are only thematic.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative anchor is needed, issue:43122 is the closest because it is a generic tokenizer-regression report, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different problems: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related, but they fail in different places and involve different code paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor/cached_file kwargs handling; not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is offset mapping for Qwen3 and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs and symptoms: cached_file kwargs forwarding vs chat template crashing on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug vs flash-attention training degeneration; unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated: DSA indexer behavior vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same broad SAM 3 area, but one is a model-type warning and the other is a missing output attribute; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version regression vs multimodal chat-template assistant masks; only broad tokenizer-related similarity." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe regression vs tokenizer save_pretrained metadata mismatch; different failures." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different APIs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different model-loading/saving issues with no shared concrete code path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: model/version-specific Qwen3-VL-Moe issue vs position_ids buffer access bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and version context, but one is save_pretrained corruption and the other is from_pretrained failure; not clearly one bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both tokenizer bugs, but different tokenizer classes and different state handling." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Only a loose model-family overlap; save_pretrained FP8 issue is not the same as the Qwen3-VL-Moe regression." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from transformers; same symptom type, different underlying issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different example/training behaviors with no shared concrete failure mode." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different tokenizer logic." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different dependency/version problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script returning empty classification results; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype mismatch in evaluation vs pipeline-parallel output corruption; different subsystems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated issues: missing onnx module vs layoutlmv3 error-message clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend selection bug vs Python 3.14 load failure; different causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures; only a broad multimodal-model similarity." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs/utility-related only at a high level; one is an API doc mismatch and the other is noisy import-time diagnostics." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Entirely unrelated: torch.compile attention-kernel divergence vs feature extractor padding inefficiency." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are different code paths and 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": 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-10000-500", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46909" + ], + "soft_pairs": [ + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "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:44610|issue:46909", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "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" + ], + "prepared_review_unit_hash": "96b8e9d7cfc97f9360151816654f93c4117353b95567db6bba1cdcb283979388", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35743, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a single duplicate cluster. All soft-similarity pairs are false positives: they share broad themes like v5 regressions, tokenizers, or loading, but not the same concrete bug or code path.", + "confidence": 0.88, + "canonical_issue_reason": "If forced to choose one issue as the closest umbrella, issue:45278 is the broadest and most representative v5 regression report (many import errors after upgrade). That said, the overall set is too diverse to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to keep as the canonical tracker because it is broad, upgrade-focused, and likely to absorb related import-regression reports; the other issues are either narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both concern imports after v5 upgrades, but one is a specific missing symbol while the other is a broad import-regression report; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different tokenizer bugs with different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but one is about decoder type and the other about DeepSeek tokenization correctness; different defects." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.x/Moe loading, but they target different model families and failure modes; not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression and a flex_attention import guard are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "A classification example returning empty results and a SigLIP2 implementation discrepancy are separate issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are different runtime problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key handling and the other is from_pretrained loading; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are unrelated model issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing multimodal-token helper method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length math in qwen3_omni_moe and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch and a broken documentation example are not the same underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but they affect different model outputs and different attributes; too broad to merge." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on load and kwargs not forwarded to cached_file are distinct loading issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification behavior and pipeline() error-message docs are different problems." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and an accuracy regression on DeepSeek-R1 are not the same concrete defect." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support for GPT2LMHeadModel is a feature request; the other is a separate Flash Attention bug report." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in one model is unrelated to numerical differences in a different attention implementation." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "A stale phonemizer backend and an empty-list chat-template crash are unrelated tokenizer/utility bugs." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash and image over-padding are different subsystems and failure modes." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints and Minimax attention numerical drift are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A vitpose import/breakage issue and a Ministral FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version-check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping errors are both tokenizer-related but not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are unrelated training vs generation 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": 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-10000-500", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "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:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:44877|issue:46231", + "issue:42371|issue:44261" + ], + "prepared_review_unit_hash": "1223dc637c36a7915d373144ff0eaf6ddbf754abb380b9d7cf8d22abc744639c", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "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 (tokenizers, model loading, generation, vision/video processors, config/version checks). The soft links are similarity-only and do not look like duplicates or mergeable PR-equivalents.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44117 is the broadest, most core-framework representative: it describes a general `from_pretrained`/token mapping assumption bug rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is a good global representative because it targets a central loading path and has a clear, actionable failure mode affecting multiple tokenizer families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Both are tokenizer-related, but one is a VRAM leak in multi-threaded inference and the other is a BPE-marker handling bug; different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale paged-generate warning are separate generation issues with different failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to Gemma4 using the wrong attention mask type." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "These both mention tokenizer behavior, but one is a Kimi-K2.5 codec regression while the other is stale language backend state in Wav2Vec2 phonemization." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and a SequenceFeatureExtractor padding inefficiency are unrelated performance/behavior bugs." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation are distinct issues in different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list `apply_chat_template` crashes are unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is a loading bug, while the other is config type checking in v5.4.0; different causes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version bump issue and an AuxRequest PyTorch version check bug are unrelated dependency/version problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping `None` handling and flash_attention crash on `s_aux=None` affect different APIs and code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depends on device; NaNs in classification heads after checkout/init are a 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AutoProcessor crash without torchvision are related to video tooling but are distinct failure modes." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug and the other is a pytest-xdist race on a specific file; not duplicate." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are different problems in different paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression for `PretrainedConfig` and stale `model.config.dtype` after `from_config` are separate config issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling and `_patch_mistral_regex` backend attribute crash are both loading-time tokenizer bugs, but they occur in different functions with different root causes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Import errors for two different symbols (`layer_type_validation` vs `AutoImageProcessor`) are unrelated API breakages." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker type mismatch warning and a key error while loading MobileLLM-125M are different model-loading issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization changes across versions and a noisy logging message do not describe the same underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run `3d_parallel.py` and a testing_utils bug are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and backend registration error for `tensorflow_text` are separate subsystem issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default question and Qwen3.5 from_pretrained regression are not duplicates." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "A strict config loader issue for `granite_speech` and a doc typo in `set_training()` are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings API guidance and an MLA q_a_layernorm epsilon precision 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": 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-10000-500", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:43208|issue:46894", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "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:44263|issue:46172", + "issue:43874|issue:44261", + "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" + ], + "prepared_review_unit_hash": "fbbd07c8f4b71f86c35b2b3e1ad4cdde078068043a927aa9bc74ff25a2dd0d8c", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35564, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct regression reports across imports, tokenization, model loading, attention, and training behavior. A few pairs are superficially similar, but I would not merge them as duplicates without stronger code-path evidence.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set\u2019s repeated version-upgrade regression theme, especially import failures after upgrading Transformers; it is still only a partial fit because the cluster spans many unrelated bug classes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally representative issue among these mixed regression reports, but the overall set is too diverse to treat as one tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different failure classes: invalid GenerationConfig vs unrecognized model/model_type missing." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug and FP8 inference failure are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections and a Qwen3.5-Moe from_pretrained error are distinct bugs." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings warning is unrelated to a cache FileNotFoundError." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but they involve different models and different attention/layernorm code paths." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a broad upgrade regression; not the same concrete issue." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Ignored SGD args and double optimizer steps under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the reported symptoms and likely code paths are different enough to keep separate." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position_id keys are different problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL-30B and missing projections in qwen3next are different architecture issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior is unrelated to the Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and deepseek-v4 transpose behavior are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose logic are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for different models are not enough to treat as the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe load failure are distinct model-loading issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bf16 compilation warning and BLIP2 dtype mismatch are separate precision/dtype bugs." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but they affect different models and different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings support and gguf_file breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug do not describe the same issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model import crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm epsilon precision and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and cache loading FileNotFoundError 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": 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-10000-500", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "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:44038|issue:44410", + "issue:44410|issue:45375", + "issue:43208|issue:46897", + "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:38617|issue:44351", + "issue:46298|issue:46752", + "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" + ], + "prepared_review_unit_hash": "f71c1e78177e7c732f27087afa92819df810e5f0df32530785d855879cf0bca2", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, training bugs, processor issues, and logging/test problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are not a duplicate set; they cover many unrelated failure modes and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is a strong representative here; the cluster is too mixed for one issue to credibly summarize the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: Qwen3_5 infinite-loop behavior vs a Trainer import problem involving datasets." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM naming family, but one is an image-processor method gap and the other is a tensor split/indexer issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both involve DeepSeek models, but the bugs are different code paths: native implementation divergence vs a dtype/transpose issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache initialization and partial-batch mask pipeline behavior are distinct problems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config field is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen, but one is a Transformers 5.0 compatibility issue and the other is missing projections in qwen3next." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config fields and different symptoms; not one underlying defect." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 loss-shift bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption with FSDP2/PEFT is a different bug from Liger Kernel not applying under model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A missing torchvision dependency path is unrelated to a mistral_common import breakage." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed embedding-tie config is unrelated to save/load breakage for a quantized model." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model loading and max_shard_size default behavior are unrelated." + }, + { + "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." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a test file is unrelated to a noisy logging message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek-V4 tensor operation bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported names and different failure sites." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Logging noise and an empty-list chat-template crash are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication is a tokenizer-construction bug, not the TOKENIZER_MAPPING_NAMES None issue." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config-field removal and quantization/offloading behavior are different problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A precision warning from bfloat16 compilation is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are loading-related, but local_files_only network leakage and a missing embed_tokens weight are different bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is unrelated to failing to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto-docstring crash under future annotations are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and chunked-prefill recompilation are different code-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-500", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "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:43208|issue:43550", + "issue:43012|issue:44368", + "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", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "478d79b1f06c7efb40e801cc4d04089dd4cf9219ffc2e6ae4d371f747bf62602", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues; the soft-similarity pairs are broad matches, not true duplicates. I found no PRs, and no pair is close enough to merge as the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43502 is the cleanest anchor: a concrete, user-facing bug with a narrow symptom ('local_files_only=True' still triggers network calls) and an obvious reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the best representative issue overall because it is specific, actionable, and clearly scoped; it is more triage-friendly than the more model- or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: Python 3.14 import/load breakage vs invalid backend mapping for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different code paths: AutoProcessor video-model import crash vs tokenizer mapping returning None in from_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different symptoms: save failure vs Qwen3_5 infinite generation loop on a specific image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different functionality: pipeline task-support error message vs inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different problems: a warning emitted during compile vs a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "One is leftover dummy classes leaking into imports/checks; the other is a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but about unrelated causes: bfloat16 compile warning vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different area entirely: missing embed_tokens weight in UMT5 loading vs save_pretrained shard-size question." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support vs a Python version compatibility problem; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related issues: unsupported Flash Attention 2.0 vs GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "One is a tokenizer decoder type regression; the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failures: ESM2 breakage vs a DeepSeek dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config attribute warning vs generic noisy logging; not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored in GPT2 vs registered function behavior changing in AttentionInterface.register." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure vs importing Trainer being affected by datasets installation." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE and fp8, but one is save_pretrained and the other is from_pretrained; distinct code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; no real overlap." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling bug vs degenerate zero-loss classification behavior; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend-selection issue vs Trainer import conflict with datasets; not the same root cause." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different packages/classes: is_offline_mode vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed training optimizer-state bug vs attention scaling behavior; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning vs bfloat16 compile warning; different subsystems and symptoms." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast reduce_labels bug; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-style chat/completions API rejection vs batched apply_chat_template crash; different interfaces and failures." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions missing vs GPT2 attention scaling ignored; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs local_files_only network requests; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different Qwen/MoE issues: generic 5.0 breakage for Qwen3-VL-Moe vs fp8 inference support." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer-count mismatch in Smollm3 vs GLM-5 RoPE implementation discussion; not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-10000-500", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:44355|issue:46877", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "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", + "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" + ], + "prepared_review_unit_hash": "51eaa8e35d89e86f2e489c91f27010224c351b4757f75e13d3fee9df3839e7bc", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression/issues across different models, APIs, and runtime environments. None of the soft pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here ('many import errors after update') and is the closest thing to a generic regression tracker, though it is not a true duplicate center for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most broadly framed issue, making it the least specific candidate to stand in for a mixed cluster; however, the items are too unrelated for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline serialization; different objects and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP/v5 regression reports, but one is about attentions being missing and the other about hidden_states being None; separate output-path bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading failures, but they point to different symptoms and likely different serialization/code-path issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is GenerationMixin and the other is is_offline_mode from huggingface_hub; unrelated dependency breakages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen config propagation and Trainer import conflict are unrelated; they do not share a concrete bug or fix." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is embedding resizing and the other is attention-mask construction; distinct code paths." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and import-time docstring lint output are unrelated problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating and invalid GenerationConfig validation are different model/runtime issues." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat/completions request handling and SAM LiteText memory overflow are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3 vocab_size and missing SAM3 vision output attribute are separate model-specific attribute bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure affect different flows." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "One is a docs/behavior mismatch for TextClassificationPipeline; the other is a save_pretrained serialization issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but one is a sorted state_dict load error and the other is incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config field and an optimizer-argument bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are distinct issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4 config/behavior issues, but one is attention masking and the other is head_dim validation; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: missing attentions vs incorrect checkpoint saving." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output wiring are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attribute omissions for different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "One missing attribute is vocab_size; the other is num_labels propagation. Similar pattern, but not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve from_pretrained loading, but they affect different models with different missing-weight behavior." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug and cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import failures are different classes of bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments ignored and Trainer import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug and Qwen3.5 variable-length position_ids failure are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() UnboundLocalError and tokenizer-loading regression are different failures." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are separate compatibility issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and Python 3.13 JIT parsing failure are unrelated runtime/import bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A load-model state_dict sorting problem and a Gemma pipeline roundtrip issue are different serialization flows." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config field and FSDP2/PEFT optimizer state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-model error and missing Qwen3_5MoeVisionConfig field are distinct schema/serialization bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both touch test infrastructure, but one is flaky seeding in a model test and the other is an xdist race on a captured-info file." + } + ] + }, + "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-10000-500", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "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", + "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:44222", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "d15b6cf886fd389c3ea01a4a79e20398e9e388a842e411c19ac98dee6a49bdc0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37181, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "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 import, tokenizer, tensor-parallel, caching, and model-specific regression reports. No PRs are present; all soft pairs should be rejected.", + "confidence": 0.28, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; if forced, issue 43502 is the broadest user-facing loader/cache regression, but it does not unify the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best single issue to keep as a representative, concrete regression report about offline/loading behavior, but it should not absorb the other disparate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Both mention regressions after v5, but one is about cache/update no_grad semantics and the other is a vague broad-breaking-models report; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup causing startup cost and intermittent import slowness are related only broadly; they are different performance complaints with different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is OOM on loading a specific model; not the same concrete failure path." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Decorating cache updates with no_grad is unrelated to the Python version compatibility problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated model/API issues." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing UMT5 embed weights and Qwen3.5 Moe from_pretrained failures are different model-loading bugs." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A state_dict sorting load error and incorrect visual encoder keys are distinct checkpoint-loading regressions." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated import/runtime issues." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is about attentions output and the other is a structural API inconsistency; not the same underlying change." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related flaky tests and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test nondeterminism from missing set_seed is unrelated to the stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Tokenization test seeding issues do not match removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer-space cleanup behavior and video num_frames semantics are separate behavior changes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline API-request leakage and AddedToken keyword collision are unrelated loader/tokenizer bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and trust_remote_code cache FileNotFoundError are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload-after-upgrade failures are both load-related but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate model serialization vs parallelism issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and reload failure after upgrade are different problems." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "A missing import/export for Qwen2_5_VL and a cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API leakage is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method and trust_remote_code cache lookup failure are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated CLI/API regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration for cache updates and a dummy Conv2d in Sam3PixelDecoder are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is specifically missing _tp_plan and the other is a broader from_pretrained error; not enough evidence to merge." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade data filtering slowdown are different symptoms and fixes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing public imports from transformers; both are ImportErrors, but not the same symbol/path regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are unrelated Qwen3.5 issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics and AutoProcessor backend-missing image-processor handling are different multimodal issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration and generation kwargs update after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline loading/API request leakage and FP8 save_pretrained behavior are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A concrete loading bug and a non-descriptive unrelated issue title do not indicate 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": 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-10000-500", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "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:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "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" + ], + "prepared_review_unit_hash": "ade34ac0ce8f78d0374bcd0a979a044170311391b43eb8f408697076a1340f9a", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: it mixes unrelated loading/import regressions, docs issues, model-specific bugs, and a few broad v5 breakage reports. Under strict duplicate triage, none of the soft edges are strong enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s repeated theme of v5 regressions affecting many models, even though the overall cluster is still too mixed to treat as one duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the most actionable standalone issue here: it states a concrete regression, clear version upgrade context, and a reproducible loading failure, making it the best issue to anchor follow-up triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang and a forward-docs confusion are different problems in different layers." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals are unrelated to the unrelated placeholder issue titled 'racoon'." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training are distinct behaviors with no shared code-path evidence." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they target different model families and different version contexts without a concrete shared failure mode." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError is not the same as a documentation clarity issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are separate failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different symptoms and likely different root causes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing dependency import and a broken CLI env command are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "The env command regression is unrelated to the PretrainedConfig typing failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application during model_init and a DSA-indexer ReLU discussion are unrelated subsystems." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation do not share an underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command and a missing Qwen2.5-VL export are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles provide no evidence of the same model, feature, or failing code path." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' report do not match." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "A top-level import export problem and a cache FileNotFoundError are different loading failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The v5 env command bug and Python 3.14 loading failure are distinct regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs behavior are not the same underlying change." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both mention RoFormer, but one is about kwargs propagation and the other about attention-interface usage; that is not enough to prove one concrete duplicate bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "A SAM3 vision output attribute error and a cache FileNotFoundError are unrelated failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Saving FP8 MoE artifacts and FP8 inference support are different code paths and different problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "These are separate missing-symbol import errors for different top-level exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model-init kernel application and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and video num_frames semantics do not share a code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a cache-strategy typo are clearly different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad 'many models break' report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and the TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete missing-files bug in processor.save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "A DSA indexer ReLU discussion and SmolVLM video processor semantics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a broad v5/model-loading complaint and the other is a specific missing _tp_plan tensor-parallel issue; not enough to merge as one duplicate." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output issues and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "A bounding-box output error and an infinite-loop image-specific bug are different symptoms and likely different roots." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The env command regression and checkpoint reloading regression are both v5-related but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-500", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "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", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "dca001733e9b5ca7f9b4bc708d6affee9f26f214da5bc2453b00fe72585456aa", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38540, + "estimated_input_tokens": 9635, + "estimated_eval_tokens": 19526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the soft matches are driven by loose lexical overlap around imports, version regressions, caching, and model-loading issues, but they do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "No strong canonical issue: the cluster spans many unrelated reports. If forced, issue:45850 is only the broadest umbrella for version-regression complaints, but it is too vague to serve as a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45850 is the closest thing to an anchor because it is the broadest cross-model v5 breakage report, but it is still too generic to unify this cluster cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import/package-lazy-loading performance vs generation cache missing in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id/config bug vs a vague broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve loading older checkpoints, but the concrete failure modes differ (general v5 reload breakage vs remote-code/meta-init incompatibility)." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig padding-token regression vs a generic \u201cmany models break\u201d report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo/cleanup issue is unrelated to the broad v5 model-breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Generic upgrade/import breakage, but not the same concrete bug as the broad \u201ctoo many models\u201d report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs a DeepSeek weight-conversion question; different features and code paths." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance vs a cache-strategy typo; no shared underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowness from lazy-loading/import-* usage vs an actual missing-module import error." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning vs Liger Kernel not being applied through model_init; unrelated behavior." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness in SAM HQ vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy-loading, but one is general slowness and the other is a specific lazy-loading malfunction; too weak to call the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command vs scheduler kwarg handling; different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gap vs Qwen3-VL bounding-box output errors; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL 2D bbox output issue; not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type-checking breakage; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error vs a generic bug report with no concrete overlap." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs a generic bug report; no shared failure mode." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both involve kwargs, but one is processor/cached_file forwarding and the other is scheduler kwargs; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance issue vs missing HybridCache symbol import error; different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility regression is not the same as the broad generic \u201cmany models break\u201d complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL failures with no concrete shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility regression vs a missing Qwen3_5ForCausalLM import; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy change vs tied-weight-key AttributeError; different underlying bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading malfunction; too broad and not the same concrete bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug vs flash_attention_3 degenerate training; different implementation problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different multimodal processor math bugs in different models and code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading issue vs scheduler kwargs bug; no shared underlying defect." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained problem vs tied-weight-key AttributeError; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; too vague to match." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation; different model components." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding vs CohereASR training-loss double-shift; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs bug; different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time/lazy-loading performance issue vs VRAM leak in multithreaded dataloaders." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity vs a concrete model-loading regression; 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": 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-10000-500", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue: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", + "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": "ae0d602cd65bef3a4b5d684bd45b8f4a8d5cf7f122aa5bb29bca20150c305c78", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953913, + "estimated_input_tokens": 238479, + "estimated_eval_tokens": 477214 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 44, + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "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-specific regressions, import errors, tokenizer complaints, and one broad v5-breakage report. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set (\"Since 5.0 version it breaks too many models\") and is the closest thing to a cluster anchor for the many v5 regression-style complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative issue for this cluster\u2019s recurring upgrade/regression theme; the other issues are either narrow model-specific bugs or unrelated one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but they describe different bugs: shared-expert gating vs a comb.transpose weight path." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different failure modes: Qwen3 VRAM leak vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Gemma-4 audio positional encoding and GLM-5 RoPE are unrelated code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are unrelated bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings vs a Qwen3 VRAM leak; no shared concrete bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a generic breakage report and the other is a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm eps precision issue and Gemma-4 positional encoding are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests/issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are separate bugs in different areas." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron flash-attn support and Qwen3_5 import failure are different model-specific issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but one is a general behavior change and the other is a decoder-type mismatch; not enough evidence of the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific flash-attention support and a generic flash-attention topic are not the same concrete issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the generic \"Unemployment\" issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the generic \"Unemployment\" issue are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic \"Unemployment\" issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A meaningless generic issue is not the same as the broad v5 breakage report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the generic \"Unemployment\" issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call 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." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression and tied-weight-key crash are different issues." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError is unrelated to tied-weight-key handling." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern flash attention, but for different models and different requests; not the same change." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5 fp8 inference support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and documentation confusion about forward inputs are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 Moe from_pretrained failure are different Qwen3.5 issues with different root causes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and Qwen3.5 fp8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different architectures and bugs." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and kwargs not passed to loss are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a concrete code path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and the orig_conversion.quantization_operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT type-hint correctness are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but one asks about Llama4TextL2Norm behavior and the other is just a ModernBERT type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "ee6c45ba78eab54d2e60dc82ce25e27a01eb054a5b9f8e67638cff752efcec18", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one asks for a token truncation API change, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary time offsets. They touch unrelated features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete feature request in the set, with a specific API behavior change and well-defined scope.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it is explicit and narrowly scoped; the other two are unrelated feature requests rather than variants of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: truncation behavior vs Wav2Vec2 word-offset extraction. No shared code-path or underlying bug is evident." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about token truncation options, the other about learning-rate scheduling behavior. These are unrelated requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler functionality and Wav2Vec2 timing offsets are unrelated; they do not describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c6e63eaa8ff3fe98c1e5f488ea7216b7c17a29d93ff26680cf0da2c5bd415092", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates. #13244 is about Tapas tokenization differing from TensorFlow, #15980 is about a bad error message when downloading a private model while logged out, and #16618 is a separate model-loading failure for bert-base-uncased. The soft similarities appear to be broad model-related noise rather than the same bug.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical duplicate is evident; the reports describe different underlying problems rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest representative of the cluster because it is the most direct model-loading failure report; #15980 is mainly an error-message/auth issue and #13244 is unrelated tokenization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and a failed bert-base-uncased load are different code paths and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a private-model auth/error-message problem; the other is a general load failure for a public model, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "175e701cd348584a602b9d595ed7b1207cb54e56d2624bf5363c091b09e1a5b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution feature requests: one for Flash Attention 2 support, the other for GGUF support. They target different capabilities and architectures, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits because the two issues request different features in different areas of the project.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 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": "64eb3fed569d01e3e7d44f183306e6f040e3d480f307e7a02cfa1f3e5edf76f5", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes a few near-identical i18n translation template issues with several distinct language-specific requests, plus two Thai-titled issues that are only clearly duplicates of each other. I would keep the generic placeholder translation issue as the representative and reject most cross-language edges.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43834 is the clearest representative of the repeated generic i18n translation-docs template: it has the placeholder title, is the earliest of the near-identical placeholder issues, and matches the same workflow as 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best issue to anchor the cluster because it is the earliest clean example of the repeated placeholder translation request and is closest to the other near-identical placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; the English/Turkish-vs-placeholder titles suggest distinct targets, not one duplicate issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same as above: this is a Turkish translation request, while 44365 is a generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language tasks, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different concrete translation targets." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder issue; no evidence they are the same report." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request and generic placeholder issue are not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder issue; too little to treat as duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not clearly the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request versus generic placeholder issue; different concrete target." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no explicit shared target; the similarity looks like template overlap, not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no explicit shared target; not enough to merge as one issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body length/content strongly indicate duplicate submissions of the same translation-docs request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and nearly identical body suggest the same underlying template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "The titles are completely different, and the similarity alone is not enough to prove the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different visible issue text; the overlap looks generic rather than a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same placeholder translation issue with near-identical content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no explicit shared language target; not clearly the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different visible content; similarity is not sufficient for a duplicate merge." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no explicit issue target make this too uncertain to merge." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different visible issue text; does not look like the same underlying report." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These two are identical in title and body length and were opened a day apart, so they look like duplicate submissions of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The analyst correctly treats 43834/44365/44370 as the placeholder-template cluster, keeps the language-specific issues separate, and only marks 46222/46226 as a clear duplicate pair. No soft-edge verdict looks overstated from the provided evidence." + }, + "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-36718-19", + "nodes": [ + "issue:36718", + "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:36718|issue:41115", + "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": "e882f2b4f97bd5ebd12e1519287a1e13355e94e494826c5e63254fb80ba76610", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24672, + "estimated_input_tokens": 6168, + "estimated_eval_tokens": 12592 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24672, + "estimated_input_tokens": 6168, + "estimated_eval_tokens": 12592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All soft links are high-level similarity matches between distinct model requests or feature proposals, not the same underlying issue. The titles point to different models/capabilities, so every soft edge is rejected.", + "confidence": 0.81, + "canonical_issue_reason": "If a representative issue is needed, #45322 is the clearest stand-alone request: explicit model name, concrete scope, and a well-formed proposal. It is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#45322 is the most suitable issue representative because it is specific and self-contained, unlike the more generic or broader requests in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 model architecture; unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config request vs DEIMv2 model request; different models." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support; unrelated model families." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; different targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model vs LFM2.5 Audio support; different domains." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model request vs weight-sparse transformer request; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR object detection vs Qwen3-ASR support; unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR model vs Qwen3-TTS support; different capabilities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request vs Qwen3-ASR support; no concrete overlap." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request; distinct work." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; similar naming only, different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model architecture vs weight-sparse transformer; different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; different models and scopes." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; no shared concrete code path." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support vs Voxtral TTS support; different domains." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE request vs unrelated person-only issue; no duplicate basis." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR are related by family name only; separate modalities and changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS are both audio, but different model-specific support tasks." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different model families." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE by Meta; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer request; not the same bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral TTS support; different speech models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE request vs TIPSv2; both vision-language but distinct model proposals." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a person-named issue; no duplicate relation." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a person-named issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "8c49c6b3dbc519cb2adb44b4a025d999031cc3a9c226a7cc7bf20d0bf5ff05a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates or the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics, different subsystems, and no shared targets/files or explicit linkage; the titles/body suggest unrelated work rather than 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": 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": "cd58e139aaee1761f800db61e6b38b62a888e5b64894ab73472c495b6218916d", + "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": "The two issues appear unrelated: one is about block decoding, while the other requests DeepSeek v3.2 model support. I would not cluster them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problems and likely different code paths: block decoding is a low-level decoding behavior issue, while DeepSeek v3.2 support is a model-compatibility request." + } + ] + }, + "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": "68435cabcbc4a3aef9c0e4b96dca919a034dfbfc4700a72bbb4cf2cf309e5121", + "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 about Tiled-* features, but they describe different changes: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate candidate: the issues target different components and different requested behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the more concrete and implementation-oriented issue, with a specific API surface (`from_pretrained()`) and clearer actionable scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention the Tiled family, but one is about FLCE/from_pretrained() and the other is about TiledMLP memory footprint; these are different code paths and changes." + } + ] + }, + "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": "fc49d24bd6c087ec38ae94b7b212efe9abeec705431e9fa57d33c11c0e6a228f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43598` is the more concrete and self-contained request, focused on a specific Trainer behavior (`remove_unused_column`). `issue:43600` is a separate metric/accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a broad Trainer/customization theme, but one concerns column removal customizability while the other concerns FLOPS estimation for custom trainers; these are distinct code paths and not a duplicate bug." + } + ] + }, + "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": "3439505cea281dbfee3554e601e1c8a1742bc265c88d552d5e518e50b81bc73c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad model-support level, but they request different capabilities for different Qwen model families and classes. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader umbrella request about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, so it is the closest thing to a cluster anchor. Issue 44405 is a separate, narrower request for AutoModelForSequenceClassification support for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative issue because it targets the core registration gap rather than a distinct downstream task-specific API support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different APIs: Qwen3-Omni registration vs Qwen3.5 sequence classification support. Shared theme is only generic model support, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "305e88e11d0fc4c339752b0b5756e0715a85444a9e6f5d57857916e5b0911a2b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four extremely sparse closed issues with only generic titles and no useful body details. There isn\u2019t enough evidence to confidently treat them as duplicates, though the three \"huggingface\" issues are the closest match by title alone.", + "confidence": 0.41, + "canonical_issue_reason": "issue 43845 is the earliest of the identically titled 'huggingface' reports, so it is the most plausible placeholder if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the least arbitrary representative because it is the earliest of the near-identical 'huggingface' issues, but the cluster is too under-specified for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no body/target/file evidence tying them to the same bug; soft similarity alone is not enough." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete shared context beyond generic similarity, so there is no basis to merge them as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no supporting details; cannot conclude the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical generic titles, but there is no body content, explicit target, or other evidence that they describe the same bug rather than two separate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Only a shared generic title fragment is available; that is insufficient to mark them as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Only soft similarity from the title is present, with no concrete evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a590427a08c95e7735686ce91c6f9900c54d3f310f2a7876948e4425a863249a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like low-signal spam or placeholder issues, with no concrete bug/change details. None of the soft pairs describe the same underlying problem in a way that would justify deduping them as true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44418 is the least obviously spammy and has the most generic, reusable title, but it is still too vague to represent a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best available representative only by relative title quality; it is not substantively informative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence of the same underlying issue or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no concrete shared bug report or actionable content." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Titles are unrelated spam/generic text; not enough to indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond low-signal spam-like content." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no shared underlying bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; not the same concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that alone is not evidence they report the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated promotional-style title; no concrete match." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated promotional-style title; not a duplicate pair." + } + ] + }, + "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": "34ab5d2853ec55aca0dc75225a42370b9b4394d3dfe8dd64b231e73367be9add", + "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 appear to be duplicates: same title, very similar body length, and strong textual overlap with no distinguishing links or filenames. I would cluster them together and keep the earlier, slightly more referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is earlier and has at least one inbound reference, while #45151 shows no extra distinguishing signals; both appear to report the same energy-reduction writeup.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to represent the cluster because it is the earlier report and has more inbound reference activity, making it the more established duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar issue bodies strongly indicate the same underlying report, with no evidence of distinct scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have the same title, similar body sizes, and a recorded soft-similarity signal, with no contrary evidence like distinct filenames or explicit divergent links. The canonical choice of the earlier issue is also conservative. One caution: the confidence is a bit high relative to the available evidence, but the clustering and soft-edge verdict are still reasonable." + }, + "evaluator_used": true, + "retried": false, + "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": "afbc01cb4c66f43b4a2dc4dc97594e9e8932c3a3794e2b5df89caf7ce98205ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: both are just person-name/date titles with no body, and they do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue can be selected; the issues appear unrelated and contain no shared problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better canonical representative because neither provides substantive issue context or matches the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different people and different dates, with no body or shared context indicating 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": 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": "b255d29728377e9fb9be382655ba15e6d26b0c5d88a5ac4cccb42d48029033fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to be duplicates or related bug reports; they are just short personal-name/date titles with no shared problem statement or code context.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical representative for a duplicate cluster because there is no underlying technical issue to consolidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and dates, with no shared bug, feature, or code-path context." + } + ] + }, + "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": "3b6582f79786ffda528b3e6e362dd1d31027b1877831fcd6397b0ad9e7102efc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests a new Qwen token-classification class for value modeling, while the other asks for FP8 training support. They involve different functionality and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more concrete, narrowly scoped request, but it is not the same underlying change as issue:46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests in different areas: model class support vs FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ebdb37b4d4512c2040355edd3c64290b69244f217375db4f61713341514a1ae0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset-bundle request and is not the same underlying task as the example/service issues, so it should not be merged with them.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is a strong canonical for the duplicated 'Example: Financial time series prediction with DataForge' request because it is one of an exact pair with 45871, and its topic is distinct from the separate dataset-bundle and scraping-service requests.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative for the first exact-duplicate pair; it is text-identical to 45871 and clearer as the canonical duplicate target. 45872 is also a valid canonical for its own exact pair, but it is a different request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but one is a dataset bundle request and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: different artifact type and request scope, so not duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title/body pair for the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different underlying work." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request: example prediction vs financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request and no evidence they describe the same change or bug." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request and no evidence they describe the same change or bug." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title/body pair for the same DataForge + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact duplicate pairs based on identical titles and body lengths, while 45869 is a distinct dataset-bundle request. The soft-edge rejections stay conservative and do not overclaim equivalence across different request types." + }, + "evaluator_used": true, + "retried": false, + "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": "d44b4cdfc242bd7db34b7d5746edfbedf1f1c38b93ab6a049d97b5584734513f", + "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 in a related static-cache / linear-attention area, but the packet only shows soft similarity with moderate text overlap and no shared files or explicit targets. That is not enough to conclude they are the same bug, so the pair should be treated as possibly related rather than duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 46439 is the broader report, but the evidence here is too thin to treat it as the same root cause as 46441.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the better umbrella issue because it describes the more general failure mode, but it should not be used as proof that 46441 is a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Only soft_similarity supports the link; there are no shared files or targets, and the Jaccard overlap is moderate. The titles suggest a related static-cache / linear-attention area, but the packet does not ground a firm same-root-cause claim." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the evidence in the packet. The pair only has `soft_similarity` support, with no shared files/targets and a moderate Jaccard score. The titles do suggest a related static-cache / linear-attention area, but the packet does not ground a firm same-root-cause claim. Please downgrade the verdict to something like \u201cpossibly related\u201d rather than accepting the pair as the same bug." + }, + "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": "fd86c59d778e837271fd1849b8a3db2d450e5d8ebd1ef3165f0815798d696eb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-identical duplicates describing the same Wav2Vec2CTCTokenizer v5 bug. Issue #46552 is the better canonical tracker because it is still open and has existing inbound references, while #46551 is already closed.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the active open report with existing inbound references, so it is the better single issue to keep as canonical; #46551 is a closed duplicate of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the cluster because it remains open and can serve as the primary tracker for the shared tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same underlying Wav2Vec2CTCTokenizer v5 bug, and effectively identical report content; these are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accept. The conclusion is grounded in the packet: the issues have identical titles and perfect soft similarity (jaccard 1.0), and choosing the open issue with inbound references as canonical is conservative. The soft-edge duplicate judgment is reasonable given the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "c13343db5dc24b11fd6584fc811defae9193712c3832d5fd5d17c6513b0c7a7d", + "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 both training-time issues in object detection, but they describe different failure modes: one is a tensor shape mismatch error, the other is an out-of-memory problem after several epochs in RT-DETR v2. They are related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "#46657 is the better canonical issue because it reports a concrete, specific training error (tensor size mismatch) that is more clearly defined than the broader OOM symptom in #46692.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative of the cluster because it captures a distinct code-path bug with a clear runtime failure, whereas #46692 appears to be a separate resource/memory issue specific to RT-DETR v2.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Do not merge: one issue is about tensor shape mismatch during object detection training, the other is about memory exhaustion after epochs. Same area, different underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d4a687c715b35154053cf224b1f6168c57d745c5ea469cfac2ffd3e2af089b02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct bug reports in different loading/dispatch paths: one about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, the other about 4-bit + device_map='auto' + max_memory incorrectly offloading to CPU and raising ValueError. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and symptoms: ZeRO-3 partitioning/OOM during multi-GPU load vs 4-bit auto device mapping/max_memory dispatching to CPU and failing with ValueError. No shared underlying bug is evident." + } + ] + }, + "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": 38, + "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": "73bcd6d01e9f8532f5d725377365f6d03326d79cb434c451a2b8c58489266fe1", + "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": "These are related VibeVoice implementation PRs, but they target different scope: the first adds the base VibeVoice model integration, while the second adds a realtime variant plus an acoustic tokenizer and extra generation/auto wiring. They overlap heavily in shared model files, but they do not look like the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical candidate because it appears to introduce the base VibeVoice integration first, with broad model/docs/auto-registration work and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice implementation; 42781 looks like a follow-on feature branch for realtime support rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice files, 42781 adds realtime-specific functionality and an acoustic tokenizer, so it is a broader follow-up feature rather than the same concrete bug fix/change as 40546." + } + ] + }, + "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": 38, + "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": "35eabbb70113a3738ad6cd409a22d24c3ad4b3f32bee1f121681a8624bc63eda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both model-specific feature additions, but they target unrelated architectures and code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative here; the changes are unrelated and do not point to the same underlying bug or fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: they address different models and features (TimesFM forecasting with covariates vs. DINOv3 image classification), with no shared concrete bug or mergeable code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 38, + "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": 38, + "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-41855-15", + "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", + "pull_request:46911" + ], + "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:46911", + "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:46911", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "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:44827|pull_request:46048", + "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "a79bed600b59a15838a1a3abc757efa98b44d1eed33772c9ee02009e67ca1079", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42253, + "estimated_input_tokens": 10564, + "estimated_eval_tokens": 21384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open PRs that only share broad Transformers-topic similarity. The only true duplicate-looking pair is the fixed_cross_entropy kwargs change (#43251 vs #43254); everything else is a different model, subsystem, or docs/test refactor.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240 and cleanly implements the concrete loss-helper fix by passing supported kwargs through to nn.functional.cross_entropy.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest standalone representative of the actual duplicate pair: it has the explicit issue link, fixes a concrete bug in fixed_cross_entropy, and is more complete than the alternative variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different code paths: a Mistral tokenizer API addition vs a new model implementation. Same repo area, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method work and Executorch dynamic-shape testing are unrelated changes with no shared underlying defect." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/auto-loading robustness fixes are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-helper kwargs passthrough and a new model addition are different features with no common code-path bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "Executorch dynamic-shape export testing and Olmo3 RoPE changes are different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Executorch export tests and FSDP2 migration are unrelated subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Exportability tests and Mistral4 fixes do not share the same concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-class resolution order are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM scaffolding and Falcon output-interface refactoring are different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model implementation and a model-creation skill/docs PR are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a repository skill/doc PR are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 tests address different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 tests/model wiring and Olmo3 RoPE-per-layer changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 fixes and native FSDP2 migration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and a CLIP-like weight-rename fix are not the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test/fix PR and the model-creation skill PR are clearly different changes." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "Weight-renaming for CLIP-like conversion and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 migration do not fix the same issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different areas." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM implementation and FSDP2 module migration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test/model work and Olmo3 RoPE changes are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 updates and config resolution-order fix are not the same bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM implementation and Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same helper, same issue target, and the same concrete fix: pass supported kwargs through to nn.functional.cross_entropy in fixed_cross_entropy. These could plausibly be merged into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and serve chat-parsing updates are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: the only clearly mergeable duplicate-looking pair is PR #43251 vs #43254, which both touch `src/transformers/loss/loss_utils.py`, share issue target #43240, and implement the same `fixed_cross_entropy` kwargs passthrough fix. The other pair verdicts are conservative and consistent with the diffs, and the summary does not overclaim broader duplication beyond broad Transformers-topic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 38, + "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": "bd6e659c7edcb92beabcfc68abc1799bd6a2e6bcd77c412211dfdd01a4e314b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open workflow-maintenance PRs overlap in GitHub Actions files, but they target different action upgrades and different change scopes, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42976 is the broader umbrella change: it upgrades several actions to newer releases across multiple workflows, whereas 42975 is a more specific Node 24 compatibility pass for checkout/cache/upload-artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 42976 is the better representative of the cluster because it covers the wider set of workflow action version bumps and is less narrowly tied to one compatibility concern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they update different actions and address different maintenance goals: 42975 focuses on Node 24-compatible versions of checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other workflow actions. Same subsystem, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 38, + "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": "6e029cdfbd562458d54d013d71800c00bf4cfb9b80b7c06b6826b43231fb9112", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21197, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21197, + "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 unrelated model-add pull requests that overlap on generic integration files like docs, auto mappings, and repo checks. The only close pair is the two Step3p7 PRs, but one is the actual library integration and the other is a WIP conversion/debug-script PR, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46562 is the most representative concrete library change in the cluster: a full Step 3.7 Flash model addition with code, docs, and tests. The other Step3p7 PR (#46658) is auxiliary tooling/assets rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must stand in for the cluster, #46562 is the strongest candidate because it is a complete, high-signal model implementation PR. It has the clearest end-user impact and a coherent code path, unlike the others which are separate model additions or support scripts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are model-add PRs, but they add different models (ViT NEPA vs Molmo) and only share generic scaffolding files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and different implementations; overlap is limited to common docs/auto-registration plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with only generic repository integration overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with separate code paths and assets." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model PRs; shared files are broad integration points, not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM target different models and do not look like one underlying bug or patch." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions; overlap is only in standard auto-mapping/docs infrastructure." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Although both concern Step3p7 Flash, #46562 is the actual model integration while #46658 is a WIP script/data-conversion repo for mini-model generation and debugging, not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 38, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "c280e1ba4680a5c25234b3868e1685b47a97b3af14559fc9ab038e2a602d67c7", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21724, + "estimated_input_tokens": 5431, + "estimated_eval_tokens": 11118 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21724, + "estimated_input_tokens": 5431, + "estimated_eval_tokens": 11118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs across different subsystems. The notable overlap is the YOLOS pair: PR 46886 is a smaller, related fix for the same device-mismatch bug, and PR 46922 expands that same change with an additional YOLOS hardening tweak.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the strongest canonical PR: it fixes the YOLOS device-mismatch in the shared forward path, targets the same issue as 46886, and also includes the broader YOLOS model hardening change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best representative for the cluster because it subsumes the smaller YOLOS-only fix in 46886 while adding the related model-level adjustment; the rest of the PRs are distinct fixes in other areas.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and test-only changes; no same underlying bug or mergeable shared fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test work versus FP8 loading/dequant work; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding tests and generation watermarking validation are different issues." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer fixes and YOLOS device placement fixes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test failures are unrelated to Phimoe CI environment changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Model test fixes are unrelated to ASR pipeline model-type routing." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test assertion edits versus FP8 dequant/model-loading changes are not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and failure modes; not a duplicate change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different code paths; no overlap in the concrete fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization work is unrelated to CI memory/device-map testing." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Distinct backend and validation changes; not the same underlying issue." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fixes and YOLOS device placement fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI infrastructure fixes are different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation watermarking validation and YOLOS device placement are different bugs." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory-limit/device-map infrastructure is not the same change as the YOLOS model fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both address the same YOLOS device-mismatch bug in the same forward code path; 46922 is a broader variant that plausibly subsumes 46886." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is slightly overstated: PR 46886 is not \u2018unrelated\u2019\u2014it shares the same YOLOS issue target and the same model file as 46922, and the packet explicitly marks that pair as a plausible same-bug overlap. The acceptance of 46886\u219446922 is reasonable, but the narrative should describe 46886 as a related/smaller variant of the same fix rather than lumping it in with unrelated PRs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 38, + "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": "30a2556ee88230029adfabf49429c4818b622e5a5e81e4ae0019033ab2d6d62c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate '[don't merge]' test PRs touching different code paths (packaging/versioning, comment CI/workflow plumbing, and a workflow security gate). They are not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different workflow areas and intents: one tweaks setup/versioning and test deps, the other changes the PR security gate trigger. No shared bug or mergeable fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about packaging/version and pytest dependency setup; 43532 rewires multiple CI/workflow scripts and test utilities. They do not address the same concrete code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but one is a broad self-comment CI refactor while the other only switches the security gate event. Different changes, not one underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 38, + "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": "790400d940a50bd65fe8b8df6b034c14725202c785fc48f006173ffb562d50e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related feature PRs, but they implement different pipelines for different segmentation tasks and model stacks, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they share scaffolding but target different tasks and code paths.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster, because these are separate feature additions rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: both add new pipeline/documentation scaffolding, but the concrete features differ. 43612 is for promptable concept segmentation (SAM3-focused), while 43613 is for promptable visual segmentation (SAM/EdgeTam/SAM2/SAM3 tracker). They are adjacent features, not the same bug or change, and should not be collapsed 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": 10, + "component_count": 38, + "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": "49015dbe288111c2628a20b8b413c12c8c8db653ea6a1f0ae731387b6fd2d612", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `trainer.py` but address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering for custom trainers. They are not the same underlying bug/change, so the soft edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for this cluster because the PRs solve different problems in the same file rather than duplicating one another.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative of the other; if forced, PR #43651 is slightly more self-contained, but it still does not represent the unrelated column-filtering change in PR #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: #43651 changes gradient accumulation loss scaling, while #43663 adds an override hook for signature column filtering. Shared file alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 38, + "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": "eb55fa5cb17605ff1f21f91c37518b1dd97fe140c8adc6cde9199243bbe433b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about `TypeAdapter`-related CLI import/type-annotation failures, but they appear to fix different concrete failure modes: one is a broader annotations/import cleanup, the other specifically handles `pydantic` being absent. They are related, but not the same underlying change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the better canonical representative because it has more discussion/review activity and appears to address the broader CLI `TypeAdapter` NameError path, while #43842 is a narrower follow-up for the no-pydantic case.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the strongest standalone candidate among the two: it has the higher activity, the explicit issue link, and a broader fix footprint in the same CLI module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge as duplicates: #43656 is a broader type-annotation/import fix in `serve.py`, while #43842 specifically makes `TypeAdapter` safe when `pydantic` is not installed. Same file and same theme, but different concrete bugs and not 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": 12, + "component_count": 38, + "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": 38, + "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", + 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"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:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "890946ec2116d309130b56fb424b116c3e5ee71c455fdcde6520fa0a265175e2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76939, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad family of standardized output-tracing refactors across different models, not one single duplicate change. I only accepted pairs that target the same concrete model/code path (GPT-Neo and GPT-J/CodeGen variants).", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical representative: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, and its scope matches the same concrete code path as the other accepted GPT-J variants. The rest of the cluster is mostly separate model-by-model migrations.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR representative of the duplicated GPT-J/CodeGen change set because it covers the same files and refactor pattern in a more complete form than earlier iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same issue target alone is not enough to make this a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors in the same code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones (ResNet/RegNet/RT-DETR ResNet vs EfficientNet); same refactor theme, but not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated concrete code paths despite both being output-tracing cleanup." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models (GPT-J/CodeGen vs EfficientNet); only the refactor style is similar." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are separate model implementations, so these are not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR: same broad tooling change, but different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same model/file family and appear to be the same underlying refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated implementations; not the same concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model paths, so this is not one duplicate PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated models; both are standardized-output refactors only at a theme level." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models; the shared decorator pattern is too broad to merge them." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated backbones." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are adjacent but distinct model code paths, so these are not the same PR change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert: different implementations, same general refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same concrete bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different models; the similarity is only at the decorator refactor level." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are distinct model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are related only by broad refactoring style, not the same code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert are separate code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different concrete model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are distinct model paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated; same issue target does not make them duplicates." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and ViLT are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate backbones." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa V2 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor line; 44722 is a later variant of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J output-tracing refactor in the same model/file and could be merged as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/CodeGen and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and ViTS are unrelated models; same refactor theme only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different backbones; not the same duplicate change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it treats the cluster as mostly broad standardized output-tracing migrations and only groups PRs that clearly share the same concrete code path. The accepted soft-edge pairs are conservative and mergeable into single PRs for the same bugfix (GPT-Neo variants; GPT-J/CodeGen variants)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "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": "5f8a3ab61ab5500e14da5bfb03c29ca0841c499c30574bb547099c10c6dc110f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "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 PRs are all model-specific refactors to standardized output tracing, but they target different architectures and code paths. They are thematically similar, not duplicate changes to the same bug or feature, so the soft edges should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 44129 is the strongest candidate because it has an explicit issue target and a concrete, well-scoped SpeechT5 output-capture refactor. It is still not a duplicate of the other model-specific PRs.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single representative of the theme because it is tied to an explicit issue and makes a concrete code-path change. The others are parallel migrations in different models, not one shared fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and different files/code paths. Not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but for different architectures (MPNet vs VisualBert). Too broad to treat as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are model-specific output-capture migrations, but they touch different model implementations and are not one mergeable change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model implementations; similar decorator migration does not make them duplicate PRs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and different refactor scopes. The shared standardized output tracing theme is not enough to merge them 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": 14, + "component_count": 38, + "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": "e802bb08bd5887bcfd088c749ad235a330d6a6cc3d138da9c007a45b8ebcfd00", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad theme of output-tracing refactors across many unrelated model implementations, not a set of true duplicate changes. The PRs share wording and helper usage, but they target different code paths and would not plausibly be merged into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good representative because it is a self-contained output-tracing refactor and touches two closely related files in the same model family; however, the cluster as a whole is not a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most representative single PR for the cluster\u2019s theme, but only as a cluster exemplar, not as a duplicate canonical fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations; both mention output tracing but do not fix the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different subsystems (vision backbone vs audio generation); no shared concrete code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and files; too broad to be one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone output handling is unrelated to RWKV layer tracing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and file targets; shared refactor pattern is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are unrelated implementations and cannot be merged as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model code paths; same helper usage does not imply duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated; no common concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet are unrelated; only the refactor wording matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and outputs; not the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and Falcon/Mamba changes are separate model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "No shared concrete behavior beyond output-tracing refactor style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated audio and segmentation models; cannot be treated as duplicate fixes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba/Falcon-Mamba target different code paths and frameworks." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; same broad theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation vs RWKV language model tracing are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and implementations; not plausibly one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba refactor is unrelated to SuperPoint feature extraction output changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone output tracing and CodeGen internals are separate model changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen are unrelated; same tracking theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Segmentation model refactor vs CodeGen tracing refactor are not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen touch unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are separate changes, not one duplicate bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything refactor is unrelated to SuperPoint output tracing." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different code paths; cannot be merged as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated refactors despite similar helper usage." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated subsystems." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are distinct model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; the output-tracing refactor is only superficially similar." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "DPR and VisionEncoderDecoder have no shared concrete bug or change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder refactor is unrelated to RWKV tracing changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and file targets; not one duplicate PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint output changes are unrelated to DPR model forwarding." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families with separate implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 38, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "6f0565c1a146ffa5b6c357a043f795756014670e78ddbf1df75e1a93e974c293", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap at the level of Transformers scaffolding for new models. They do not appear to fix the same code-path problem or belong in one merged change set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better anchor for the cluster because it is explicitly tied to issue #45027 and presents a self-contained Voxtral TTS integration. PR #44662 is also a model-addition PR, but it is a separate PenguinVL implementation with no issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the more suitable representative PR: it has a clear product target, an explicit issue reference, and a narrower, well-scoped integration. PR #44662 is a distinct model implementation and should not be treated as a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "They are different model integrations (PenguinVL vs Voxtral TTS). Shared docs/auto-registration/model files are generic new-model scaffolding, not evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 38, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "649b47787a322cd102313d38046cd486d1543f091d34550537ca1452c0587a2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #44965 rewrites a workflow to convert PRs to draft, while #46845 changes CI branch routing and includes a dummy model file edit. They address different code paths and different underlying purposes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: #44965 and #46845 are unrelated exploratory changes touching different workflows/code paths.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster; neither PR is a good representative of the other because they solve different problems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and intents: #44965 is about changing PRs to draft via a workflow, while #46845 adjusts CI branch selection and includes an unrelated placeholder code edit. They are not the same underlying fix 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": 17, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "3441ffa787956953558bb7b8370c216cc35d096fd7a2d09e335c36edd4d1d202", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related by the general idea of fusion, but they implement different features and code paths: one adds a generic module-fusion API, the other wires in n-to-1 kernel fusion through KernelConfig and related integrations. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation of fusion and touches the actual model/integration code path, whereas #44979 is a broader API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 best represents the cluster because it specifies a concrete fusion mechanism (KernelConfig-based n-to-1 kernel fusion) rather than only introducing a generic abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 introduces a generic Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration wiring. They are related, but not the same fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 38, + "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": "bc174d5b46e0743ce30a5adb391be867b74f8b15edcfe26f48e3fdd12c29a558", + "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 patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; the second PR is a slightly fuller version with tests, so they look like duplicate fixes for one code-path bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR choice: same underlying fix, same issue target, and it adds tests while 45086 is the minimal code-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same bug, same changed code path in tokenization_utils_tokenizers.py, same issue target 45081, and the second PR is a superset with tests; these 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": 38, + "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": "97e019f724c147f7ef3109f82a9c18c95052dbedd50251889a08d699a1f48706", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to NemotronH, but they address different changes: #45115 is a narrower refactor/conversion-mapping update for inheriting GraniteMoeHybrid, while #45569 is a broader model split introducing nemotron_h_dense/sparse plus docs/tests. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH family change and includes the new dense/sparse model files, docs, and tests. PR #45115 is a narrower refactor focused on conversion and inheritance.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone candidate: it makes the concrete product change (new NemotronHDense/NemotronHSparse support) and is more likely to be the primary landed implementation. #45115 is a smaller preparatory/refactor PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying fix/change. #45115 is a refactor and weight-conversion mapping update for NemotronH inheritance, while #45569 introduces separate dense/sparse model variants and documentation. They overlap in shared core files but are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "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": "7ddeb2c02f5d9db1e6c564f529f4cadadfdf3d9f2f9b0f2758abf5a3a9f42b60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related but not the same change: PR 45333 adds per-layer heterogeneous configuration support, while PR 45332 extends that into broader heterogeneous model/runtime support. They overlap on shared config/docs/test scaffolding, but the code paths and scope are different enough that I would not collapse them as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change and appears to subsume the configuration work while adding the model/runtime pieces.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the better representative for the cluster because it covers the wider heterogeneous-model feature set, not just configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicate: 45333 is configuration-only, while 45332 adds broader heterogeneous modeling/runtime support and touches additional code paths. They could be sequenced, but they are not the same concrete 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": 21, + "component_count": 38, + "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": "137257cc27a2595eb559ca953e0a90fe2a94c1527c3c8506ca1d6018cd20d3ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are type-checking/typing-related, but they address different changes: #45415 is a broad mypy/typing cleanup across many `src/transformers/*` files, while #45425 adds specific typing aliases/protocols to support `modeling_utils` and PEFT integration. They are not the same underlying fix, so this should not be merged as a duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader representative of the cluster because it targets widespread type-checking cleanup across many modules and config, whereas #45425 is a narrower typing-support change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best single representative if one must be chosen, since it spans the largest portion of the observed typing work and is more central to the cluster theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different concrete changes: #45415 is broad type-checking enablement and ignore tuning across many files, while #45425 adds specific typing protocols/aliases for modeling_utils/PEFT. Shared files and subsystem 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": 22, + "component_count": 38, + "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": "1efed35ad68af6364a43123f6957355f9a120c836742e2cc05f74e0c372f9681", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch expert-parallel loading, but they fix different bugs on different code paths: one is about config serialization and accelerate/ZeRO-3 loading, the other about FSDP2 sharded parameter assignment and rank-0 broadcast overwrites. They are related but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR #45662 is the better canonical PR because it targets a more concrete runtime corruption bug in the EP loading path and includes the main code-path fix rather than a mostly compatibility/serialization adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger standalone fix: it addresses a specific data-overwrite failure mode during EP/FSDP2 loading, has a clear symptom, and changes the relevant loading machinery directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the expert-parallel theme, but #45548 fixes distributed_config serialization and accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes FSDP2 expert parameters being overwritten by rank-0 broadcast. Different underlying bugs and not safely mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 38, + "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": "f9fd4b929b6e2376392cfcf56c68f6a53a007b62e0b743db68d0495df2651edf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem in test utilities; one is a narrower fix, the other bundles the generation fix with CI log collection changes, so they are duplicate/same-change candidates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full end-to-end fix: xdist-safe file creation in testing_utils plus workflow changes to collect all captured_info artifacts in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the underlying bug/fix since it handles both producing separate artifacts per worker and reading them safely in CI, making it the more complete merge target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision path in the test logging flow; #45645 is a superset of #45639's core change and could plausibly subsume it 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": 38, + "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": "506211fc586356f6783d1e9c5de670dab9b692c54567f4627100da2ac2c2260f", + "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 both lint-rule implementation changes in Transformers, but they address different problems: one standardizes forward signatures/return handling (TRF003) while the other refactors weight initialization logic (TRF018). They overlap in some model filenames, but not in the underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a focused, concrete scope around forward return handling and signature cleanup across model classes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best PR in this cluster because its change is narrower and more clearly tied to one specific code-path rule implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: PR 45720 implements TRF003 by changing forward return handling/signatures, while PR 46259 implements TRF018 by changing _init_weights initialization behavior. They touch some of the same model files but fix different code paths 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": 25, + "component_count": 38, + "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": 38, + "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": "2d28991448b9b0a139a8aed023118262813037421fd71be46f3ffd30a15cf6b8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely similar as CI/test-related work, but they do not fix the same underlying problem. The cluster appears to be a false positive: each PR targets a different change set and would not plausibly be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here; if one must be selected as the best representative, PR #46891 is the most focused and self-contained CI-related change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46891 is the cleanest representative of the cluster because it has a single coherent intent (PEFT integration CI) and a narrow diff compared with the broader, more mixed test/debug changes in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test/CI-adjacent, but the diffs are unrelated: #45932 mixes Grafana/OTel workflow changes with model code edits, while #46100 is a test migration adding kernel/DDP test files. They are not the same bug/change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "They both touch the CI workflow file, but #45932 is a broad debug/test PR with model config changes, while #46891 is specifically about PEFT integration CI. Shared filename alone is not enough to treat them as duplicates." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "#46100 is a test migration and new model test suite, whereas #46891 changes PEFT integration and CI wiring. Different code paths and goals; they would not merge cleanly 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": 27, + "component_count": 38, + "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": "204d0e74cd1b370d2e7e6cdd90dd9ea53ebbd9ea2e4d55cd3c48b77a1e7f6206", + "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": "Two unrelated pull requests in the distributed stack: one focused on EP/Trainer integration, the other a broad distributed branch base touching many subsystems. They are not the same change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change: EP + Trainer integration with targeted edits in tensor parallel, utils, Qwen3 MoE config, and trainer code.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative for this cluster because it has a clear single feature goal and bounded scope, unlike #46269 which is an umbrella branch base spanning many unrelated distributed updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are not enough here: #46126 is a specific EP routing/trainer feature, while #46269 is a broad distributed branch base with many unrelated changes. They do not look like the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 38, + "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": "be03ab53034eb26b9465300f6aed8630b48da508c2672aaab92643deaec0bb57", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25928, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25928, + "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 a loose similarity set of unrelated workflow-maintenance PRs. The only tight subcluster is several sequential edits to `.github/workflows/pr-ci-security-gate.yml`, but they address different hardening changes rather than the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most central anchor in the only closely related subcluster: it is the earliest pr-ci-security-gate workflow update and shares the exact filename with 46558/46563/46716.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR by connectivity and filename overlap, though it is not a true duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes (`self-comment-ci` vs `pr-ci-security-gate`)." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; no shared code path or same underlying fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and distinct changes, not one mergeable fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows; the PRs solve unrelated CI issues." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow files and different shell-quoting changes; not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "`ssh-runner.yml` vs `benchmark_v2.yml`; unrelated workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different behavior changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows; no same concrete bug or code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "`ssh-runner.yml` hardening is unrelated to `pr-ci-security-gate.yml` logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "`anti-slop.yml` vs `benchmark_v2.yml`; unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows; no shared bug or code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "`anti-slop.yml` and `pr-ci-security-gate.yml` are different workflows with different purposes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "`assign-reviewers.yml` vs `build-ci-docker-images.yml`; unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows; no common underlying bug." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "`benchmark_v2.yml` and `build-ci-docker-images.yml` address different CI paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "`build-ci-docker-images.yml` and `pr-ci-security-gate.yml` are different CI concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and distinct changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different hardening changes (`checkout/diff checks` vs `permissions`/job gating)." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes the reusable workflow note and the other changes gate logic; not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but `secrets: {}` is a different security tweak from the earlier gate changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but the edits are different security adjustments and not one concrete change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but `permissions`/`if` changes are distinct from `secrets: {}`." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different aspects of the reusable workflow call; not duplicate fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files; no shared concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 38, + "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": "1668bb7bb3f908b3b282782212ef3c8789a92fb8c3ea5f7bb39930bc518f6ab2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs share a broad theme of replacing file-based source access, but they target different code paths and different problems: one changes import-time resource resolution in `import_utils.py`, the other changes attention-implementation detection in `modeling_utils.py`. They are not the same underlying bug/fix, so they should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the stronger standalone fix: it targets a specific heuristic in `_can_set_attn_implementation`, includes a focused test file, and has a clearly defined behavioral change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad idea (avoid `open()` for source inspection), but different modules, different functions, and different failure modes. They do not appear to fix the same concrete bug or to be mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 38, + "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": 38, + "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": "2aa5eacadff400bc00e77411ff37b2ea76ce59f9da4d6f45ed1f03dbbf294195", + "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": "Two open PRs both harden local checkpoint loading against path traversal, but they fix different code paths: sharded checkpoint shard filenames from the index vs the explicit `transformers_weights` filename from config. Similar security theme, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46281 is the more concrete, self-contained fix: it adds containment checks directly in the sharded-checkpoint loader and includes a focused test path. The other PR targets a separate config-driven filename path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46890 is also a solid security fix, but it addresses a different resolver path. It is not a better duplicate canonical than #46281; it is simply another related hardening patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they operate on different inputs and different loading code paths. They are related security fixes, not the same concrete bug, and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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": "d1af469877bbdc19aba1f89d4662e3be134d03b4846c309693dfda0602678a46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "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 error in the streaming sliding-window mask right boundary (`-dist <= right_window_size` vs `<`). PR #46546 is the stronger representative because it covers the same fix in Moonshine and adds tests, though it also includes a parallel Gemma4 adjustment.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46546 is the best canonical PR because it addresses the same Moonshine streaming right-window boundary bug as #46310 and includes test coverage, making it the more complete representative of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46546 is the best overall PR in this cluster: same underlying boundary bug, broader coverage across both Moonshine streaming variants, and tests to validate the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete bug: an off-by-one in the streaming right-window mask boundary for Moonshine. The diffs change the same condition and target the same issue, so they are duplicates/mergeable 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": 33, + "component_count": 38, + "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-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "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:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "8570e39809da7d77741095cd2c8df7fe1e669bc200f10cb811937cfa2e22da97", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16839, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16839, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: multimodal continuous batching, two new model integrations, a Gemma masking bugfix, and a deprecation cleanup. None look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and HunYuan VL model integration are different feature areas with different code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Multimodal continuous batching changes are unrelated to adding RADIO model support." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO and Nemotron Omni are different model additions; they do not appear to fix or implement the same change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "New model support is unrelated to removing deprecated image/training args APIs." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and the Gemma bidirectional masking fix affect different models and code paths." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Gemma masking logic and deprecated-args cleanup are unrelated 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": 34, + "component_count": 38, + "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": "ba31b287190b92a5b3f3bad397173be41e9de548c77def29c798a7c63747c5d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes CodeLlama decode behavior stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoints loading the wrong tokenizer class. They do not look like the same underlying bug or mergeable change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different failure modes, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; 46574 is a self-contained tokenizer decoding fix, while 46580 is a separate tokenizer-class routing fix for different checkpoints.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different model families, different code paths, and different bugs (decode stripping vs wrong tokenizer-class selection); not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 38, + "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": "0de44052700f005d1335fd5456ff3143988f02bf5ba70acbdff9a87e2e3afb38", + "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 two open Mistral PRs touch the same area and files, but they solve different problems: one refactors/moves the existing Mistral converter into an integrations package, while the other adds tekken tokenizer detection/conversion/save support. They are related, but not duplicates and should not be merged into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the more substantive, user-facing Mistral change; it adds tekken tokenizer support rather than just relocating existing converter code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Shared Mistral files are not enough: #46603 is a code move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete changes and not the same bug/fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 38, + "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": "00ffd92a0cbca1f26535ab8e027699c331bd072b18c49591db2ed9fa8cd17286", + "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": "These PRs are broadly related to model/cache behavior, but they address different concrete bugs and should not be merged as duplicates. The most central representative is the multi-model Mamba2 chunked-prefill/speculative-decoding fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46741 is the broadest and most central item: it fixes a concrete generation/cache-path bug across several Mamba2-like model implementations and has the most discussion/activity, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the strongest standalone representative because it targets a specific runtime correctness issue, spans the widest relevant set of model files, and appears to be the main cross-model fix rather than a narrow edge-case patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Both touch linear-attention/model files, but 46741 fixes chunked-prefill/speculative decoding cache reuse, while 46773 fixes padding mask application when batch size is 1. Different code paths and failure modes." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 is a model-forward/cache-flow fix in several model implementations; 46781 fixes QuantizedCache construction for hybrid SSM+attention models in cache_utils. Different underlying bugs and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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:46916" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46898|pull_request:46916" + ], + "prepared_review_unit_hash": "e0c9cde16c54493b4df1e3c593f9ca2c5d3239cd13eb117cf530fa7a6d8e4aab", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address the same training-loss double-shift bug pattern in seq2seq ASR/VLM forwards: labels are shifted for decoder inputs, then the loss path must avoid shifting again. PR 46916 is the broadest representative because it covers both CohereASR and Florence2, effectively subsuming the model-specific fixes in 46895 and 46898.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46916 is the best canonical representative because it implements the same double-shift loss fix across both affected model families, while the other two are narrower model-specific subsets of that same change.", + "best_issue_reason": null, + "best_pr_reason": "46916 is the most complete and reusable patch for the shared bug pattern, making it the strongest single PR to anchor the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": true, + "reason": "Both PRs fix the same concrete bug class: training loss was being computed after labels were already shifted to build decoder inputs. They affect different model implementations, but the underlying change is the same and could plausibly live in one combined PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "46916 includes the CohereASR double-shift fix from 46895, and adds the same style of fix for Florence2. This is a true overlap on the same code-path problem, with 46916 being a superset." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "46916 includes the Florence2 double-shift fix from 46898, and also adds the CohereASR counterpart. Same underlying bug, with 46916 subsuming the narrower 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": 38, + "component_count": 38, + "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-46907-2", + "nodes": [ + "pull_request:46907", + "pull_request:46908" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46908" + ], + "prepared_review_unit_hash": "d821ab6b5916835b08e631de8728bc8195978e6c90b1ccd40df366aa38bdee7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated pull requests: one fixes EdgeTam\u2019s model forward path to ignore a processor-only kwarg, and the other patches DeepSeek-V3.2 integration tests to provide an offload folder during `from_pretrained`. They do not share the same underlying bug or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46907 is the better canonical representative because it contains the actual runtime code fix in the model implementation; PR 46908 is a test-only accommodation for a separate loading issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 46907 is the stronger exemplar of a concrete product bug fix, while PR 46908 is narrowly scoped to test setup for a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models, different failures, and different fixes: EdgeTam drops `original_sizes` before backbone forwarding, while DeepSeek-V3.2 tests add `offload_folder` for `device_map=\"auto\"`. They are not the same underlying bug 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 + } + ] +} diff --git a/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/manifest.json b/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b6b885a00b1359699f119c97fd9bae1266f724c1 --- /dev/null +++ b/snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260627t000016z", + "artifacts": { + "hybrid": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-27T00:09:46Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260627T000016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260627T000016Z/manifest.json b/snapshots/20260627T000016Z/manifest.json index 34b04a9c2141c935fd05ab4abf2f5c92e241a185..285453b6ca94bc47667a70038c8d217642e3f12d 100644 --- a/snapshots/20260627T000016Z/manifest.json +++ b/snapshots/20260627T000016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 131 }, "extracted_at": "2026-06-27T00:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260627t000016z", + "runs": { + "hybrid-model-20260627t000016z": { + "analysis_id": "hybrid-model-20260627t000016z", + "artifacts": { + "hybrid": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260627T000016Z/analysis-runs/hybrid-model-20260627t000016z/manifest.json", + "model": null, + "published_at": "2026-06-27T00:09:46Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260627T000016Z", "watermark": {