diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0fc5d4a4d41f691452c8767ce301a5a636e3b7f2..e054e41bb8ca08da577fcf9a75ae6c8fde3a504d 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": "20260612T060053Z", - "generated_at": "2026-06-12T06:11:26Z", + "snapshot_id": "20260612T120034Z", + "generated_at": "2026-06-12T12:11:59Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,66 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45081-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081, - 45356 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1747,6 +1687,65 @@ } ] }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1805,6 +1804,35 @@ } ] }, + { + "cluster_id": "cluster-46504-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46504, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46563 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2081,16 +2109,7 @@ ] } ], - "duplicate_issues": [ - { - "cluster_id": "cluster-45081-4", - "canonical_issue_number": 45081, - "duplicate_issue_numbers": [ - 45356 - ], - "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - } - ], + "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2155,13 +2174,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-4", + "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "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", @@ -2207,6 +2226,15 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46504-2", + "canonical_pr_number": 46504, + "duplicate_pr_numbers": [ + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 48c8b8e69134eb909f4c84c2b8dc2424ed35e44b..64617f38183e1195f68e7fae4a5d3013026698f6 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": "20260612T060053Z", - "generated_at": "2026-06-12T06:11:26Z", + "snapshot_id": "20260612T120034Z", + "generated_at": "2026-06-12T12:11:59Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -103,16 +103,16 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "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:43541|issue:43716", "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", @@ -132,12 +132,12 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "255d9cfd59afbc6e656d04ceb481b02da4bef8e5b7d625b4565414946a6651b4", + "prepared_review_unit_hash": "fef2f1fe0d1f14113edbaf79b4713b1703c243e9c6f91bf33ca8150091f90b06", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -145,333 +145,405 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46532, - "estimated_input_tokens": 11633, - "estimated_eval_tokens": 23522 + "serialized_chars": 46522, + "estimated_input_tokens": 11631, + "estimated_eval_tokens": 23518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. Only a few soft edges look like true duplicates: the two DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, the two Qwen3_5MoeTextRotaryEmbedding offload/materialization reports, and the two torch 2.4.1 incompatibility reports.", - "confidence": 0.84, - "canonical_issue_reason": "issue 43596 is the cleanest canonical representative for the strongest duplicate pair because it states the generic DeepSpeed ZeRO-3 + Bert index-out-of-bounds failure more broadly than the more specific non-pretrained-Bert report.", + "summary": "Most items are unrelated model/runtime issues. I only see two true duplicate pairs: the DeepSpeed ZeRO-3 BertModel IndexError reports, and the torch 2.4.1 compatibility reports. The rest are similar-by-theme but not the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the ZeRO-3 BertModel IndexError cluster: it states the exact failure mode, setup, and model family, and it matches the near-identical 43596 report.", "canonical_pr_reason": null, - "best_issue_reason": "Among the clear duplicate candidates, issue 43596 is the best anchor: it names the shared ZeRO-3 empty-tensor/indexing failure directly and is more reusable as the representative bug report than the narrower variants.", + "best_issue_reason": "Issue 43638 is the strongest issue to anchor deduping here because it is specific, reproducible, and directly paired with the closest duplicate in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: a missing Qwen3_5 config attribute vs. a chat/completions streaming failure." + "reason": "Different models and failures: Qwen3_5Config missing a field vs streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and hardware paths: GPT-OSS on AMD GPUs vs. an MPS histogram integer error." + "reason": "Both mention hardware/backend problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram error in moe code; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime problems: multimodal dtype mismatch vs. AMD GPU failure for GPT-OSS." + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention runtime issues, but one is a torch.autocast dtype mismatch and the other is an AMD GPU compatibility failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different concrete failures: GPT-OSS AMD GPU support vs. a broken Nemotron example." + "reason": "Different model-specific failures; a broken official Nemotron example is not the same issue as GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths and symptoms; one is hardware support, the other is a GraniteMoEHybrid invalid-method bug." + "reason": "Same broad MoE/hardware area, but different concrete failures and models; not a duplicate." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collective mismatch vs. ModernBERT ONNX export." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Unrelated model issues: ModernBERT ONNX export vs. Qwen3Moe FP8 config failure." + "reason": "Both are model-specific errors, but ONNX export and FineGrainedFP8 failure are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure modes: ONNX export issue vs. auto device mapping causing cudaErrorAssert." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different scope: a table-question-answering crash vs. outdated RAG examples." + "reason": "Both are documentation/problem reports, but one is table-question-answering crashes and the other is outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they target different removed references and do not look like the same change." + "reason": "Both are v5 docs cleanup, but they target different removed references and are not the same doc bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different bugs: export-time ModernBERT failure vs. GenerationMixin import breakage." + "reason": "ONNX export error vs GenerationMixin import error are separate issues." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training-time issues: Qwen3.5 embedding unpacking vs. resume/trust_remote_code behavior." + "reason": "Different trainer/resume scenarios; one is TRL SFT input embedding unpacking, the other is resuming local model training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are mismatch-style errors, but they involve different models and different placement/device-map symptoms." + "reason": "Mask/index shape mismatch in a tensor op is not the same as Gemma4 device_map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failures: ZeRO-3 Bert loading index error vs. a mask/tensor shape mismatch." + "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated topics: Bert ZeRO-3 loading vs. training resume with trust_remote_code." + "reason": "Unrelated training-resume issue vs ZeRO-3 BertModel IndexError." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete bugs: Bert ZeRO-3 index error vs. a mask/tensor shape mismatch." + "reason": "Both are IndexError-ish, but one is ZeRO-3 empty tensor initialization and the other is a shape mismatch during indexing." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model-specific bugs: mask/index shape mismatch vs. Qwen3.5 video token/template mismatch." + "reason": "Different domains: generic mask shape IndexError vs Qwen3.5 video chat_template token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: a tensor mask shape error vs. GPT-OSS MoE tensor-parallel behavior." + "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel failure are not the same bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different reports: training resume bug vs. broken official Nemotron example." + "reason": "Resuming local training with trust_remote_code is unrelated to the broken Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different domains: Qwen3-vl video StopIteration vs. model resume/trust_remote_code." + "reason": "Video StopIteration in chat template handling is unrelated to local-model resume/trust_remote_code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bugs: Bert ZeRO-3 index error vs. training-resume behavior." + "reason": "Different setup and failure mode; not the same Zero-3 BertModel issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different models and failures: BarkProcessor voice preset vs. ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures and models differ too much to treat as duplicates." + "reason": "Both involve distributed training, but the reported failures are different and model-specific." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/Bert loading bug: both report the same index-out-of-bounds-on-size-0 failure, with one just phrased more specifically." + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensor access; the titles describe the same bug from slightly different setups." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different issues: Liger Kernel cross-entropy being called vs. GPT-OSS MoE tensor-parallel failure." + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization behavior vs. LoRA merge/save/load output mismatch." + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime problems: Qwen-3 NVFP4 execution vs. LoRA merge/save consistency." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related, but one is FSDP checkpointing recompute and the other is a mask/indexing mismatch." + "reason": "Activation-checkpointing/FSDP recomputed tensor mismatch is not the same as a mask shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: a 2-D weight error during training vs. a collective mismatch." + "reason": "Both mention DeepSpeed, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization and inv_freq initialization/readback." + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU offload incompatibility and the other is uninitialized memory after to_empty(cuda); not the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Unrelated bugs: Bert ZeRO-3 loading vs. GPT-OSS MoE tensor-parallel behavior." + "reason": "ZeRO-3 BertModel initialization error and GPT-OSS MoE TP failure are different code paths." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 incompatibility report; 46515 is just a shorter restatement of the same version-regression issue." + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/checkpointing tensor-size mismatch and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: image preprocessor dtype mismatch vs. GraniteMoEHybrid invalid method." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different hardware/model failures: Qwen-3 NVFP4 runtime error vs. GPT-OSS on AMD GPUs." + "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS-20B AMD GPU failure are different issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are distinct model bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different AttributeErrors in different code paths: Gemma3 config vs. Mistral tokenizer regex patching." + "reason": "Gemma3 config missing a field with vLLM and Mistral regex patch crashing are unrelated." }, { "left": "issue:45800", - "right": "issue:46304", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; both titles point to the same version-incompatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Different compatibility regressions: torch/transformers version mismatch vs. USE_DISTRIBUTED=0 support breakage." + "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as expensive reverse embedding lookup in Gemma4-E2B/E4B." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different incompatibilities: a general Torch 2.10 incompatibility vs. a Qwen-3 NVFP4 execution error." + "reason": "General torch incompatibility and a specific Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device map cuda assert are separate distributed/runtime issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image preprocessor mismatch is not the broken Nemotron example." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems; not a duplicate." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen3.5 input-embedding unpacking with TRL are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking issue and GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different bugs: autocast dtype mismatch on Phi-tiny-MoE vs. an MPS histogram integer limitation." + "reason": "GraniteMoEHybrid invalid method call and MPS histogram_not_implemented error are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different topics: Liger Kernel cross-entropy invocation vs. Qwen3.5 SFT embedding unpacking." + "reason": "Liger Kernel cross_entropy being called is not the same bug as TRL input-embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "The errors are similar, but the models differ and the reports do not clearly describe the same concrete bug." + "reason": "Gemma3 Zero-3 loading IndexError and BertModel Zero-3 loading IndexError are similar at a high level but different models and code paths." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related v5 cleanup items, but they reference different removed commands/tasks and should stay separate." + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different issues: autocast dtype mismatch vs. MPS integer histogram support." + "reason": "Autocast dtype mismatch and MPS histogram implementation error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Completely different areas: TRL SFT trainer input handling vs. MPS histogram support." + "reason": "TRL input-embedding unpacking and MPS histogram error are not the same issue." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different runtime bugs: Liger Kernel cross-entropy path vs. Phi-tiny-MoE autocast mismatch." + "reason": "Different failures: Liger Kernel cross_entropy path vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different training-stack failures: DeepSpeed collectives vs. a CustomTrainer API signature change." + "reason": "DeepSpeed collective mismatch and Trainer compute_loss signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different bugs: activation-checkpointing/FSDP tensor recomputation vs. GenerationMixin import breakage." + "reason": "Activation-checkpointing/FSDP mismatch and GenerationMixin import failure are different bugs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different problems: Liger Kernel cross-entropy use vs. a tensor mask shape mismatch." + "reason": "Liger Kernel cross_entropy being called does not match a tensor mask shape mismatch." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different scope: GPU/model runtime failure vs. outdated RAG documentation." + "reason": "GPT-OSS-20B on AMD GPUs and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model issues: a corrupted checkpoint vs. Sam3 text encoder weights not loading." + "reason": "Corrupted Ovis2 checkpoint and Sam3Model text-encoder weights not loaded are different problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different version/regression claims and different triggers; not the same compatibility bug." + "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is not the same as USE_DISTRIBUTED=0 support breaking in v5.9.0." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative overall. The three accepted soft edges are plausible duplicate pairs from the issue titles/descriptions: the two ZeRO-3/Bert index-out-of-bounds reports, the two Qwen3_5MoeTextRotaryEmbedding offload/materialization reports, and the two torch 2.4.1 incompatibility reports. The rejected pairs are mostly justified by clearly different models, subsystems, or failure modes. I don\u2019t see evidence of overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles, and the rejected soft-edge pairs generally distinguish different model families, failure modes, or code paths without overclaiming equivalence." }, "evaluator_used": true, "retried": false, @@ -549,8 +621,8 @@ "issue:43901|issue:44512", "issue:45823|issue:46294", "issue:45237|issue:45901", - "issue:43039|issue:44560", "issue:44841|issue:45823", + "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -564,8 +636,8 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43975|issue:45901", "issue:43792|issue:45070", + "issue:43975|issue:45901", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -584,12 +656,12 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "5d490900840be061f3085869359604af1a2badd530fbe6e6e53f3795910aca6a", + "prepared_review_unit_hash": "13036ad59916594bb552b014102f7aef40e20f21d322c12a3ba38cd177a8f3eb", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -597,7 +669,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39731, + "serialized_chars": 39729, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -606,258 +678,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct issue reports; the soft-similarity links are mostly superficial matches on shared error wording or broad subsystem. No PRs are present. The best canonical issue is the broad v5 tokenizer regression report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the tokenizer regression, covering multiple model families and remaining open for active triage.", + "summary": "This cluster is mostly heterogeneous issue reports; only two soft pairs look like true duplicates: the repeated mask-shape IndexError and the repeated DeepSpeed ZeRO-3/BERT initialization IndexError. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41093 is the cleanest representative of the exact mask-shape IndexError duplicate pair with issue:44805, and it is the strongest duplicate-style issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest anchor for the cluster because it is broad, clearly framed as a v5 regression, and has ongoing inbound discussion.", + "best_issue_reason": "issue:41093 is the best issue candidate because it matches another report with the same error signature and is more central than the other, unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: vLLM/PaddleOCR-VL model loading vs a PyTorch USE_DISTRIBUTED=0 compatibility break." + "reason": "Different failures: PaddleOCR-VL/vLLM load bug vs PyTorch build support with USE_DISTRIBUTED=0." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are zero3/index errors, but the affected models and trigger paths differ (Gemma3 loading vs BertModel init)." + "reason": "Both are ZeRO-3 IndexErrors, but the model/context differ and the root cause is not clearly the same." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern with vLLM is unrelated to Qwen3 auto device mapping cuda asserts." + "reason": "Gemma3/vLLM attribute error and Qwen3 auto-device-map cuda assert are unrelated bugs." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is a different compatibility issue than the USE_DISTRIBUTED=0 breakage." + "reason": "Float8 storage lookup error is unrelated to the distributed build/config issue." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs mismatch; the other is unrelated docs about a removed run command." + "reason": "Both are docs problems, but they concern different removed/changed APIs and are not the same change." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video chat-template mismatch are different code paths." + "reason": "Device-map forward mismatch and video chat-template token mismatch are different multimodal issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS on AMD GPUs is unrelated to table-question-answering crashes." + "reason": "AMD GPU GPT-OSS failure and table-question-answering crash are unrelated." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Liger kernel cross-entropy dispatch and Qwen3.5-vl StopIteration are separate bugs." + "reason": "Processor load failure and PLE device mismatch are different code paths and symptoms." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Different model processors and different symptoms: Voxtral processor failure vs Gemma4 PLE device mismatch." + "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization regression is unrelated to outdated RAG documentation examples." + "reason": "Detokenization bug and outdated RAG docs are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to documentation content." + "reason": "NemotronH checkpoint-loading failure is unrelated to RAG documentation." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 incompatibility are different global regressions." + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 compatibility are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": false, - "reason": "Highly related tokenizer-regression reports, but the exact affected model sets and report scope differ enough that they should not be merged as one underlying bug without more evidence." + "reason": "Both are tokenizer regressions, but the affected model sets differ and the shared root cause is not clear enough." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is not the same as NemotronH load failure." + "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to PyTorch distributed build compatibility." + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build issue." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to RAG docs updates." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE model issue." + "reason": "Both mention sliding_window, but they involve different models and distinct failures." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but they arise from different models and zero3/train-loading scenarios." + "reason": "Same broad IndexError family, but one is a mask-length mismatch and the other is a zero-size tensor during ZeRO-3/BERT init." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure and table-question-answering crashes are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are different model-specific problems." + "reason": "Unit-test load failure for GLM-4.7-Flash and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a v5.4.0 pydantic PretrainedConfig break are separate compatibility issues." + "reason": "Torch version incompatibility and pydantic model-field regression are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed zero3 BertModel index error is unrelated to torch 2.4.1 / transformers 5.8.0 incompatibility." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Detokenization regression does not match table-question-answering task crashes." + "reason": "Both mention environment compatibility, but the model paths and failure modes are different." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading issues are unrelated to the pydantic PretrainedConfig regression." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure with different symptoms." + "reason": "Whisper cannot run and PretrainedConfig/pydantic regression are unrelated." }, { - "left": "issue:44292", + "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 inference failure is unrelated to table-question-answering crashes." + "reason": "Detokenization regression and table QA crash do not share the same bug." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Gemma3/vLLM config attribute error is unrelated to Gemma4 forward device mismatch." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure." }, { - "left": "issue:45464", + "left": "issue:44292", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure in Qwen3.5 is unrelated to an MPS histogram dtype error in moe code." + "reason": "Qwen NVFP4 runtime and MPS histogram integer support are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram dtype error are different execution paths." + "reason": "Grouped_mm tracing error and MPS histogram error are different issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "torch dynamo tracing failure in Mixtral is not the same as the autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Grouped_mm tracing under torch dynamo and autocast dtype mismatch are different bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated breakages." + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to non-template-node compilation errors." + "reason": "Voxtral processor failure and non-template-node compilation error are different code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + "reason": "Tied lm_head weights bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility is separate from Gemma4 device-map mismatch." + "reason": "Torch/transformers version incompatibility and device_map forward mismatch are different regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they affect different models and loading stacks." + "reason": "Both are IndexErrors, but the error messages and affected loading flows differ." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field break." + "reason": "Missing pad_token_idx and pydantic PretrainedConfig field regression are different issues." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask/index shape mismatch and Qwen3.5 input-embedding unpacking failures are different bugs." + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking failure are not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to tied-weights issues on translation models." + "reason": "Int4 OOM and tied-weights translation-model issue are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different MoE problems." + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." } ] }, @@ -954,8 +1014,8 @@ "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:44918|issue:45507", - "issue:44492|issue:44512", "issue:46489|issue:46491", + "issue:44492|issue:44512", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -963,12 +1023,12 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "2ff7098f9456a00af09e87dc1c459b8af587098d3642b00b1cbb055e07a82103", + "prepared_review_unit_hash": "b4e9117ed54c18cecbdf9788c3d57f0efd30d69e9eace0e5b35ef39d1c772ca8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -976,216 +1036,216 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous v5/model-specific issues, but the non-persistent-buffer regression is a real duplicate chain: issue:43644, issue:43950, and issue:44534 all describe the same junk-filling/corruption of `register_buffer(persistent=False)` state during v5 load/materialization. The rest of the soft edges remain too weak to merge.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the earliest broad report of the v5 non-persistent-buffer corruption regression, and the later reports (issue:43950, issue:44534) are the same underlying bug described more specifically.", + "summary": "The set is mostly heterogeneous, but there are a few true duplicate subclusters: non-persistent buffer corruption, SigLIP2 bad outputs, input_ids/inputs_embeds validation messaging, and a Qwen3.5 video-input regression. No single canonical issue spans the whole cluster.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue represents the whole mixed set. Among the genuine duplicate subclusters, issue 43950 is the cleanest canonical issue: it states the regression clearly and is directly duplicated by two near-identical reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most precise single issue to anchor the non-persistent-buffer regression family, because it clearly states the `from_pretrained()` corruption/junk-fill behavior and the v5 regression context.", + "best_issue_reason": "Issue 43950 is the best issue-level representative because it is a concrete, regression-focused report with the broadest and clearest duplicate coverage (43644 and 44534).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: unexpected `_is_hf_initialized` during empty-weight loading vs a `PretrainedConfig`/pydantic field break." + "reason": "Different regressions: unexpected _is_hf_initialized arg during init_empty_weights vs a PretrainedConfig/pydantic field break." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Both mention GPT-OSS/Qwen-style usage, but one is GGUF support and the other is chat/completions streaming failure; no shared concrete bug." + "reason": "Unrelated problems: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic `PretrainedConfig` regression." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "A broad `remote_code` breakage and a torch/Transformers version incompatibility are too different to merge." + "reason": "Both involve recent-version breakage, but one is remote_code loading and the other is torch/transformers incompatibility; different bugs." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal input issues, but image preprocessor dtype mismatch and video token/feature mismatch are different code paths." + "reason": "Both are multimodal input issues, but they affect different models and different failure modes; not clearly the same code-path bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different failures: torch dynamo tracing on Mixtral grouped_mm vs missing `Float8_e4m3fnStorage` lookup." + "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage object." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both mention video/Qwen variants, but one is a broad v5.3.0 regression and the other is a specific chat-template feature/token mismatch." + "accept": true, + "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch in Qwen3.5/VL model handling." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are size-mismatch/index errors, but they occur in different models and contexts; not the same underlying bug." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during ZeRO-3 init; different root causes." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2 output quality, but one is text-embedding degradation and the other is AutoModel/pipeline nonsense results." + "accept": true, + "reason": "Both are SigLIP2 reports about bad or nonsensical outputs, pointing to the same model/processor regression." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping in `from_config` is unrelated to rotary embedding state becoming uninitialized after materialization." + "reason": "Different composite-config and rotary-embedding/meta-materialization issues; not the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking with TRL are different failures." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both are model-loading/input problems, but image preprocessor dtype mismatch and SFT trainer embedding unpacking are separate bugs." + "reason": "Different multimodal/training failures with different triggers and code paths." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + "reason": "Custom model notebook initialization is unrelated to flash-attn fallback blocking checks." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity on gpt-oss-20b and a bare GLM5 issue do not indicate the same bug." + "reason": "Different models and different symptom domains: perplexity on gpt-oss vs GLM5." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code/custom-module loading, but one is a leaf-directory cache collision and the other is the wrong module loaded after save/load." + "reason": "Both involve remote code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained; too different to merge." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied `lm_head` weights in Mistral3 are unrelated to translation-model tied-weight handling in v5." + "reason": "lm_head tying in Mistral3 is unrelated to translation-model tied-weights issues in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different failures." + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." + "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weights translation-model regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weight translation-model regressions are distinct issues." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs-only removed-command issue do not describe the same underlying problem." + "reason": "DSA indexer implementation discussion is unrelated to a docs-only run-command removal issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model changes." + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but one is a broad XOR validation bug and the other is T5 decoder-input messaging." + "accept": true, + "reason": "Same validation-path bug: misleading XOR error handling for input_ids/inputs_embeds, with 46463 as a T5-family instance." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking with TRL and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Qwen3.5 TRL input-embedding unpacking is unrelated to GraniteMoEHybrid invalid method calls." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "A typo in cache strategies and stale docs mentioning a removed command are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one shared code-path bug." + "reason": "A cache-strategy typo and a docs reference to a removed command are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 execution failure and GraniteMoEHybrid invalid-method calls are different model/runtime issues." + "reason": "Different model-specific runtime failures with no shared code path indicated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These describe the same v5 non-persistent-buffer regression: `register_buffer(persistent=False)` state is being corrupted/junk-filled on load/materialization." + "reason": "These are the same non-persistent-buffer regression in v5; the wording differs but the bug is the same." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation example errors and SigLIP2 text-embedding quality regressions are different problem reports." + "reason": "SigLIP2 docs example issues are not the same as the separate SigLIP2 output-quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "These describe the same non-persistent-buffer regression in v5: buffers registered with `persistent=False` are corrupted/junk-filled during load/materialization." + "reason": "Clear duplicate: both report v5 corrupting/filling non-persistent buffers with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "`compute_loss` signature break and DeepSpeed ZeRO-3 index-out-of-bounds are unrelated." + "reason": "CustomTrainer compute_loss kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading IndexError." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering summary is mostly grounded, but it is not conservative enough on the non-persistent-buffer regression family. In particular, issue:43950 vs issue:44534 looks much closer than the analyst treats it: both titles describe the same v5 non-persistent-buffer corruption/junk-filling behavior, so calling that pair only a vague wording near-duplicate is too skeptical given the packet. Because the summary says 43644/43950 is the only clear duplicate-like pair, it undercounts a likely duplicate chain in that cluster. The rest of the verdicts look reasonably cautious, but this one soft-edge rejection is not well supported." + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the duplicate subclusters it names are supported by the titles alone, especially the non-persistent-buffer regression (43644/43950/44534). The soft-edge accepts are mostly conservative and look mergeable as same-bug pairs. The only minor caution is to keep the SigLIP2 and Qwen video pairings phrased as likely duplicates rather than absolute certainty when only title-level evidence is available." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1270,8 +1330,8 @@ "issue:24643|issue:28530", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:43643|issue:45020", "issue:42947|issue:43856", + "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:44991|issue:45399", @@ -1287,12 +1347,12 @@ "issue:45715|issue:46315", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "7e653def041d74d0faa6a3272cfc0afa199a2afeda0ec60e6cd45b61322521d3", + "prepared_review_unit_hash": "7c4bed50a03c06237e55189688442ac3eea4490d8dd79942b089ccb97f989d96", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -1300,225 +1360,228 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37919, - "estimated_input_tokens": 9480, - "estimated_eval_tokens": 19216 + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct Transformers regressions across tokenization, loading, quantization, and MoE/model-specific bugs. I did not find any soft pair that looks like the same underlying issue, so all soft edges are rejected. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: recent transformers versions breaking remote-code/model-loading paths across multiple models.", + "summary": "The cluster is mostly a set of unrelated bug reports grouped by broad topic similarity. The only previously accepted soft edge, issue:45920 vs issue:46489, should be rejected as an uncertain tokenizer-family similarity rather than a confirmed duplicate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest tracker for the v5 tokenizer-ID regression family; issue:46489 looks like a related follow-up case but not a proven duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single tracker for the cluster\u2019s recurring version-regression theme, even though the set is heterogeneous.", + "best_issue_reason": "issue:45920 is the best representative because it captures the general regression clearly and is the broad umbrella report for the tokenizer-ID problem space.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different concrete bugs: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 flash-attn/SDPA position_ids crash." + "reason": "Different model families and different failure modes; similar runtime/attention context, but not the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: bitsandbytes Int8Params init incompatibility vs missing Float8 storage object." + "reason": "Both are low-level runtime incompatibilities, but the concrete errors and code paths are unrelated." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is broad wrong token IDs across many models while the other is a DeepSeek-Coder v1-specific output bug." + "reason": "Related tokenizer-regression family, but the evidence only shows soft similarity and not a confirmed duplicate or same concrete code-path bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise." + "reason": "Checkpoint corruption and generic loading noise are different problems." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression is different from a generic tokenization-change report." + "reason": "Both mention tokenization/embeddings, but they describe different symptoms and likely different causes." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve loading/materialization, but one corrupts non-persistent buffers and the other reads uninitialized inv_freq memory." + "reason": "Generic non-persistent buffer corruption is not clearly the same as the specific Qwen3 MoE buffer-materialization bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities and poor text embeddings are distinct failure modes." + "reason": "Same model family, but zero probabilities versus degraded text embeddings are distinct failures." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral AutoTokenizer error-message bug is unrelated to Molmo's missing all_tied_weights_keys attribute." + "reason": "Bad tokenizer error messaging and a missing attribute on a model class are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention illegal-memory access from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." + "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility are different code paths." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA effectiveness and int4 reserved-memory OOM are separate memory-related issues." + "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing versus int4 quantization OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5MoeTextRotaryEmbedding initialization." + "reason": "FSDP2 shared-state rebuilding and post-to_empty buffer materialization are unrelated bugs." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 performance regression is not the same as HF vs JAX implementation discrepancy." + "reason": "Same SigLIP2 area, but poorer embeddings versus HF-vs-JAX discrepancy is not the same concrete issue." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as failure to load vesteinn/ScandiBERT." + "reason": "Generic loading noise is not the same as a specific model-load failure." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different issues." + "reason": "Different models and different failure modes." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to early-stopping metric configuration." + "reason": "DeepSpeed weight-shape error is unrelated to early-stopping metric selection." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash_attn import error on Python 3.13 do not share the same bug." + "reason": "Tokenizer detokenization regression and flash-attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic transformer-loading noise is not the same as a specific tokenizer load failure for sleng-bert." + "reason": "Generic loading noise is not the same as the specific sleng-bert loading failure." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code=True is narrower than the broader remote_code breakage report." + "reason": "Both concern memory, but the training-memory mechanisms differ." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory inefficiency are distinct training regressions." + "reason": "Broad remote_code breakage and a specific missing-fields AutoConfig symptom are not proven identical." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error is not the same as Qwen3Moe FineGrainedFP8Config failure." + "reason": "DeepSpeed ZeRO-3 loading error and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram integer limitation and Gemma4 device-mismatch in forward are separate bugs." + "reason": "MPS histogram support and Gemma4 device mismatch are different bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params initialization." + "reason": "ImportError for a model class and bitsandbytes storage-argument incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + "reason": "Different model-loading issues with no evidence of the same underlying code path." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo's missing tied-weights attribute are unrelated." + "reason": "Different models and different attributes/errors." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regression is much broader than Gemma4 PLE device-mismatch in forward." + "reason": "Remote_code regression and Gemma4 device-map mismatch are different problems." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like failure is a different code path from remote_code breakage." + "reason": "Tokenizer mapping registration failure is not the same as generic remote_code breakage." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn2 fallback checks are different subsystems." + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Phi-tiny-MoE dtype mismatch is not the same as Gemma4 PLE device mismatch." + "reason": "Different model families and distinct runtime errors." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility across hf versions and a tie_word_embeddings warning are not the same issue." + "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM-125M key error is unrelated to flash-attn2 fallback gating." + "reason": "Key error loading a model and flash-attn fallback gating are unrelated." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." + "reason": "Both are tokenizer performance regressions, but they describe different slow paths and are not clearly the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are related only at a high level." + "reason": "Generic remote_code regression and a specific tokenizer codec regression are different." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is broadly grounded, but the one accepted soft-edge pair is too strong for the evidence shown. The packet only provides a soft-similarity signal for issue:45920 vs issue:46489, and the pair is marked deterministic_accept=false. Their titles indicate a related tokenizer regression family, but not a confirmed duplicate. To stay conservative, this should be rejected or at least marked uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -1616,12 +1679,12 @@ "issue:43366|issue:44589", "issue:44683|issue:46515" ], - "prepared_review_unit_hash": "ca9c3a2fe58bfac50877bef208d0a7e71610f192af54b2b154734dc11d415e5a", + "prepared_review_unit_hash": "c8d71ab04ea62ea5d461bf35eaaccae53afaacd3886e6fac73f5393b7564ab39", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -1629,204 +1692,204 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports, with three solid duplicate pairs: docs cleanup (43827/44509), the `_is_hf_initialized` / `init_empty_weights` loading regression (43872/44291), and the mask-vs-tensor length mismatch IndexError (41093/44805). I do not see support for any Bert/ZeRO-3 duplicate claim here; both 43596/46515 and 43638/46515 are explicitly non-duplicates in the packet.", - "confidence": 0.95, - "canonical_issue_reason": "43872 is the best umbrella issue for the `_is_hf_initialized` / `init_empty_weights` incompatibility; 44291 is a clearer repro, but 43872 is the broader canonical representative.", + "summary": "This is not one coherent duplicate cluster: most pairs are unrelated false positives, with only a few clear duplicates. The strong matches are tokenizer docs regressions, the repeated mask-shape IndexError, and a likely shared Qwen VL video-input regression.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set; it splits into several unrelated bug families rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the strongest standalone representative for that duplicate pair because it spells out the `init_empty_weights` trigger and the exact failure path.", + "best_issue_reason": "No global best issue is suitable because there is no single underlying bug/change spanning the entire cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer regressions, but they describe different model families and different concrete failures; not the same code path." + "accept": true, + "reason": "Same tokenizer regression: LlamaTokenizer in v5 overriding tokenizer.json pre-tokenizer behavior and corrupting DeepSeek tokenizer output." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are v5 docs regressions about removed pipeline-task references lingering in documentation." + "reason": "Same docs issue about removed v5 pipeline tasks still being referenced in documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Mistral3 lm_head tying is unrelated to silent corruption of non-persistent buffers." + "reason": "Different failures: tied lm_head weight bug vs non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility; 44291 is a fuller reproduction of the same bug." + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; not the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3Moe FP8 config failure and bitsandbytes init-arg incompatibility are different bugs." + "reason": "Different model/setup failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params argument incompatibility." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper load failure and `_torch_extract_fbank_features()` failure are different surfaces without a shared concrete root cause." + "reason": "Related to Whisper/audio, but one is a model runtime failure and the other is a specific fbank feature extraction issue; not clearly the same defect." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "`compute_loss` signature mismatch and tensor-mask shape mismatch are unrelated failures." + "reason": "Different code paths: Trainer compute_loss signature mismatch vs tensor-mask shape mismatch IndexError." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "One is missing Qwen3 MoE weight conversion under accelerate+deepspeed; the other is GAS gradient averaging with `model_accepts_loss_kwargs=True`." + "reason": "Different DeepSpeed problems: weight conversion/loading failure vs gradient averaging with GAS and model_accepts_loss_kwargs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient-checkpointing ineffectiveness and a missing `supports_gradient_checkpointing` flag are not the same issue." + "reason": "Different gradient-checkpointing topics: LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad Voxtral AutoTokenizer error messaging and est-roberta tokenizer load failure are different model-specific problems." + "reason": "Both tokenizer-load related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for est-roberta." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve Qwen + ZeRO-3 weight loading, but the reports point to different model families and different concrete failure modes." + "reason": "Both are ZeRO-3 load issues, but they affect different Qwen variants and different missing-weight patterns." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash loading and NemotronH checkpoint loading are unrelated model implementation issues." + "reason": "Unrelated model-loading failures for different architectures (GLM-4.7-Flash vs NemotronH)." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF NaNs from position-id / SDPA fallback are unrelated to the flash_attention `s_aux=None` crash." + "reason": "Different runtime bugs: Qwen3.5 RLHF NaNs from position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-vs-tensor length mismatch IndexError; 44805 is the more generic duplicate wording." + "reason": "Same mask/tensor shape mismatch IndexError, with 44805 appearing to be the broader duplicate report." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen VL video regressions, but the reports do not clearly establish the same exact bug or patch." + "accept": true, + "reason": "Likely same Qwen VL video-input regression in v5.3.0; 44560 looks like a model-specific manifestation of the broader 44479 regression." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer messaging and sleng-bert tokenizer load failure are different tokenizer problems." + "reason": "Different tokenizer-loading problems with different models and failure modes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + "reason": "Unrelated issues: DeepSpeed training weight-shape RuntimeError vs image processor void segmentation map handling." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weight loading are separate model-loading bugs." + "reason": "Different model-loading bugs for different architectures (NemotronH vs Sam3Model)." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "ZeRO-3 Bert out-of-bounds indexing and torch 2.4.1 incompatibility are not the same failure." + "reason": "Different causes: DeepSpeed ZeRO-3 Bert index error vs torch 2.4.1 incompatibility." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." + "reason": "Different issues: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The Bert zero3 init index error is unrelated to the torch 2.4.1 incompatibility report." + "reason": "Different root causes: ZeRO-3 empty-tensor Bert error vs a torch-version compatibility issue." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support request and Qwen3-MoE sliding_window behavior are not the same change." + "reason": "Different Qwen/GGUF vs sliding_window behavior issues; not the same bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL RoPE scaling and Qwen3_5Moe `inv_freq` initialization are different rotary-embedding bugs." + "reason": "Different model internals: Qwen2.5-VL rope index scaling bug vs Qwen3_5Moe uninitialized inv_freq after to_empty()." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 `shared_kv_states` KeyError and device-map forward mismatch are different forward-pass problems." + "reason": "Both Gemma4-related but distinct: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." + "reason": "Different video/image preprocessing failures; dtype mismatch is not the same as StopIteration in video loading." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 cross-track token leak and Whisper empty-transcription handling are different bugs." + "reason": "Different Whisper/AudioFlamingo bugs: batched inference leakage vs empty transcription after align_special_tokens." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage lookup are separate compatibility issues." + "reason": "Unrelated issues: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a torch 2.4.1 incompatibility are different version-specific failures." + "reason": "Different torch compatibility problems: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair judgments are mostly conservative and the accepted pairs are well grounded (43827/44509, 43872/44291, 41093/44805). However, the summary overstates the evidence by claiming there are real duplicate pairs around the Bert/ZeRO-3 init failures: in the packet both 43596/46515 and 43638/46515 are explicitly marked non-duplicates, so that part is not supported. Please remove or soften that claim." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly multi-family rather than one duplicate thread, and the accepted soft pairs are reasonably supported by the issue titles/descriptions. The summary is a bit compressed in how it groups the tokenizer/doc pairs, but it does not overstate the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1910,8 +1973,8 @@ "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:43638|issue:44661", - "issue:44877|issue:45030", "issue:43596|issue:44661", + "issue:44877|issue:45030", "issue:44661|issue:44805", "issue:43317|issue:44756", "issue:38175|issue:39692", @@ -1923,17 +1986,17 @@ "issue:44451|issue:44488", "issue:42491|issue:45276", "issue:44960|issue:44977", - "issue:45507|issue:46468", "issue:45313|issue:45357", + "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "09ee90cf298f80300c3896645e15a1b1e490e9ed49b56751253633a7c16c8d13", + "prepared_review_unit_hash": "4418ebff846b415f2458cd607eabff22cbb5d3f60b748b7af3fed65c3a2eb2a4", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -1941,7 +2004,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37431, + "serialized_chars": 37432, "estimated_input_tokens": 9358, "estimated_eval_tokens": 18972 }, @@ -1950,210 +2013,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose thematic cluster of Transformers issues, not one single duplicate set. The strongest true duplicates are the v5 non-persistent-buffer regression, the custom model initialization regression, and the SigLIP2 bad-output reports.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the clearest broad regression report with a direct duplicate counterpart (issue:44534) and a generic title that captures the underlying v5 buffer-corruption problem better than the narrower follow-up.", + "summary": "This cluster is mostly heterogeneous false positives. The only clear duplicate families are SigLIP2 output corruption (38175/43994), non-persistent buffer corruption in v5 (43644/44534), and a custom-model-init v5 regression (43645/43646).", + "confidence": 0.66, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; 43994 is the best representative of the clearest duplicate family because it states the broader SigLIP2 failure mode and matches a strong duplicate counterpart.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single issue to anchor this cluster because it is concrete, broadly worded, and has the strongest duplicate evidence among the listed issues.", + "best_issue_reason": "43994 is the strongest standalone issue to keep as the representative target for deduping, since it captures the broader symptom than the narrower duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are model-loading failures, but the symptoms and models differ; no clear same underlying bug." + "reason": "Different bugs: buffer-loading corruption vs OCR index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different models and different failure modes (video StopIteration vs MPS histogram support error)." + "reason": "Unrelated model-specific video failure vs an MPS histogram/type error in a different subsystem." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import/export issue for a specific class is not the same as meta-device loading failures." + "reason": "Import/export failure and meta-device loading regression are different code paths." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different code paths: Qwen3Moe FP8 failure vs generic meta-device loading regression." + "reason": "Different failure modes: FP8 config issue vs meta-loading issue." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; the notebook mention in 43645 is just a usage context, not a different bug." + "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter notebook report is a narrower manifestation." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3-related models, but the failures are unrelated (video processing vs SFT embedding unpacking)." + "reason": "Different Qwen3.5 multimodal failures in different workflows." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile paths and different models; not the same concrete bug." + "reason": "Different models and different attention-path failures; not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Completely different features: a script execution problem versus GGUF architecture support." + "reason": "Unrelated issues: script execution failure vs GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated import error and Qwen3Moe FP8 runtime failure." + "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 problem." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-mapping bug and a generic torch version incompatibility are not the same issue." + "reason": "Different issues: Gemma4 device mismatch vs a torch version incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not look like one shared bug." + "reason": "Both are tokenizer regressions, but on different model families and different concrete failures." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping helper failure versus Gemma4 forward device mismatch; different code paths." + "reason": "No shared underlying bug; tokenizer-mapping logic vs Gemma4 forward device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors with no shared concrete cause." + "reason": "Different symptoms and code paths; not the same bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model producing wrong/degenerate outputs; 43994 looks like a broader re-report of the same regression." + "reason": "Same SigLIP2 wrong-output regression; 43994 is the broader repro of the same issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: initialization flag handling versus OCR long-input indexing." + "reason": "Unrelated Transformers v5 init-flag regression vs Kosmos2.5 long-input index error." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert initialization bug is unrelated to tokenizer-mapping-name handling." + "reason": "Different failures: DeepSpeed ZeRO-3 Bert init vs tokenizer-mapping handling." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "Both are config-loading complaints, but they appear to be separate model-specific validation problems." + "reason": "Different bugs; this is a ZeRO-3/Bert indexing issue, not tokenizer-mapping logic." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Different failures: zero-sized partition indexing versus tokenizer mapping logic." + "reason": "Both involve config validation, but they are model-specific failures with no clear shared bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared code path; tokenizer mapping and mask-shape indexing are unrelated." + "reason": "Unrelated tokenizer-mapping bug vs tensor mask shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different loading/placement problems with no evidence of the same bug." + "reason": "Different memory/loading problems: dequantized offload vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related to SigLIP2, but one is an output-regression report and the other is a docs/example mismatch plus quantization failure." + "reason": "Docs example/model-processor mismatch is not the same as the SigLIP2 inference-output regression." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer regression in Transformers 5.0.0, just worded differently." + "reason": "Exact same non-persistent-buffer corruption regression in Transformers v5." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model/runtime issues; sharing 'loading' language is not enough." + "reason": "Different model-loading/compatibility problems with different mechanisms." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3-family failures with different triggers and symptoms." + "reason": "Different Qwen-related failures with distinct triggers and code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and mmap/OOM on Strix Halo are unrelated." + "reason": "FP8/MoE failure is unrelated to mmap-related OOM." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is checkpoint loading behavior and the other is from_config metadata staleness." + "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config state; not the same bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Same broad 'model won't load' theme, but the titles indicate two distinct model-specific regressions without stronger evidence." + "reason": "Likely related loading regressions, but the titles point to different models and insufficiently specific evidence for one bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/Qwen3_moe compatibility and Gemma4 resize_token_embeddings are unrelated problems." + "reason": "Unrelated LoRA/compatibility issue vs resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different generation/attention issues." + "reason": "Different models and different failures; not mergeable as one bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal Qwen3.5 problems: ZeRO-3 loading vs save_pretrained key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method bug and Nemotron example breakage are not the same change." + "reason": "Unrelated issues; no shared concrete bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions around custom models, but one is buffer corruption and the other is initialization behavior; too different to merge." + "reason": "Both are Transformers v5 regressions, but the buffer-corruption bug and notebook custom-init bug are not the same underlying issue." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different affected models and different tokenizer-loading failures." + "reason": "Related loading/tokenizer complaints, but they do not clearly describe the same concrete regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Different SigLIP2-related problems; one is inference output corruption, the other is doc/example and quantization errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are mostly conservative. The three accepted pairs are plausible same-bug duplicates based on strongly overlapping titles/issues, and the rejected pairs are appropriately cautious about different model paths or failure modes. The only mild wording improvement would be to say \"likely duplicates\" or \"high-confidence duplicates\" instead of \"true duplicates,\" since the packet has no explicit cross-links." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, and only calls out the three clearly supported duplicate families. The accepted soft-edge pairs are all closely aligned by title/body, while the rejected pairs avoid overclaiming shared bug identity." }, "evaluator_used": true, "retried": false, @@ -2260,12 +2335,12 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "cdfeb3e51c979d1dd8b19bfdf340ea2dcdc52f0178a06221991f6c7299e00b11", + "prepared_review_unit_hash": "0ddfb2cc49cfd100731a484ac6605eefa9e9b09099924f6af2ca8ebc2094d1e3", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -2273,240 +2348,240 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38251, - "estimated_input_tokens": 9563, - "estimated_eval_tokens": 19382 + "serialized_chars": 38255, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive similarity cluster: the issues span many unrelated models and subsystems. The only clear duplicate-looking pair is the Gemma4 resize_token_embeddings reports.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45276 is the strongest representative because it is the more detailed report of the resize_token_embeddings regression, and it matches the only near-duplicate pair in the set.", + "summary": "Most pairs are still unrelated or only loosely similar by subsystem/model family. In the resize_token_embeddings cluster, issue:45292 is the best umbrella canonical issue, but there are at least two closely related nested-embedding variants: issue:45276 and issue:45335. So this looks like a small family of near-duplicates, not just a single Gemma4/output_embeddings pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the cleanest umbrella statement of the resize_token_embeddings propagation bug, while still covering the broader nested-embedding failures seen in related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best overall issue to anchor the cluster since it is concrete, well-described, and the only item that cleanly generalizes to an accepted duplicate candidate.", + "best_issue_reason": "issue:45292 is the most reusable triage target because it states the shared resize_token_embeddings symptom generically and can absorb the model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different problems: trainer checkpoint resumption/max_steps vs SGD optimizer arguments not being used." + "reason": "Different bugs: checkpoint resume step accounting vs unused optimizer arguments." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a model/pipeline output regression." + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is an inference regression." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different failure modes: Qwen3 MoE training memory usage vs quantization/offloading behavior." + "reason": "Different failure modes: Qwen3 MoE training inefficiency vs quantization/offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/quantization, but they are distinct regressions with different symptoms and code paths." + "reason": "Both mention memory, but the reported causes and code paths differ." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Separate model-loading bugs for different models with different mismatch symptoms." + "reason": "Unrelated model-loading failures for different models and error types." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "Different models and root causes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x vs hf5.x compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA/hf5.x compatibility is unrelated to resize_token_embeddings behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different issues: Qwen3 MoE LoRA compatibility vs Qwen3-VL weight shape mismatch on load." + "reason": "Different models and different bug classes; no shared concrete code-path problem." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different topics: GLM5 issue vs quantized-model save/load corruption." + "reason": "One is a GLM5 issue, the other is quantized save/load corruption; not the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families; no clear shared concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated code paths." + "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights argument compatibility." + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights argument validation." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they hit different model implementations and do not clearly share one fix." + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate into nested embedding modules in composite Gemma/T5-Gemma models; same bug family and plausibly one fix." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes with different triggers and stack failures." + "reason": "Different flash-attention crashes with different triggers and exception types." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is unrelated to meta-device model loading failures." + "reason": "Torch version incompatibility is unrelated to meta-device loading regressions." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Similar tokenizer/load wording, but the reports concern different models and no identical underlying defect is evident." + "reason": "Likely related to tokenizer loading, but the reports are too model-specific and underspecified to call the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated." + "reason": "Different subsystems: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference leak." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they are model-specific implementations rather than the same concrete defect." + "reason": "Both mention lm_head tying, but they are separate model implementations without evidence of one shared bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and failures: SigLIP2 docs/quantization vs GLM5 loading." + "reason": "Docs/example errors and GLM5 loading issues are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading complaints, but different regressions and different root causes." + "reason": "Both are quantization-related memory problems, but the behaviors and likely code paths differ." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing behavior in PEFT is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/PEFT is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 key error and Qwen multimodal config unwrapping are different model-specific bugs." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different bugs." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "init_empty_weights argument handling has nothing to do with mmap OOM on Strix Halo." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/Gemma bugs with distinct forward/offload behavior." + "reason": "Different model-specific training/offload problems." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM and mmap disablement are different memory-related issues." + "reason": "Separate memory issues with different causes and environments." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization formats; not the same underlying bug." + "reason": "Both are quantization-load failures, but they involve different quantization formats and models." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 device-mismatch forward failures." + "reason": "AudioFlamingo3 leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + "reason": "Meta-device loading regressions are different from mmap-related OOM behavior." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Checkpointing ineffective in PEFT does not match the eval-mode restriction bug." + "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma4 FSDP2 key errors." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading and a broken Nemotron example may be related thematically, but not clearly the same concrete bug." + "reason": "Nemotron checkpoint loading and the broken official example are not clearly the same concrete failure." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." + "reason": "MPS histogram failure is unrelated to the Nemotron example breakage." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: downstream embeddings/output embeddings are not updated, and 45292 is the generic version of the Gemma4-specific report." + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic umbrella report and 45276 is a concrete model-specific instance." }, { - "left": "issue:44164", + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash_attention crash conditions and symptoms." + }, + { + "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Extra_state serialization and mmap/OOM behavior are unrelated." + "reason": "Distinct bugs with no shared code path." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and appropriately conservative. The only accepted soft edge, issue:45276 \u2194 issue:45292, is supported by the overlapping resize_token_embeddings regression descriptions, while the other pair verdicts stay cautious and do not overclaim duplicate status." + "accept": false, + "feedback": "The cluster-level conclusion is a bit too narrow for the packet. `issue:45292` is a reasonable canonical target, but the summary\u2019s claim that the only clear duplicate is the Gemma4/output_embeddings pair overstates the evidence: `issue:45276` also closely matches `issue:45335` as another resize_token_embeddings propagation failure into a nested embedding module. The rest of the pairwise rejections are mostly conservative, but the writeup should acknowledge that there is more than one closely related resize_token_embeddings variant rather than treating 45292 vs 45276 as the sole duplicate relationship." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2587,30 +2662,30 @@ "issue:43425|issue:43828", "issue:44402|issue:44451", "issue:44589|issue:44756", - "issue:45812|issue:46315", "issue:44683|issue:45823", + "issue:45812|issue:46315", "issue:46315|issue:46491", "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:44589|issue:45084", "issue:44479|issue:44805", "issue:43906|issue:44530", - "issue:44589|issue:45084", "issue:44265|issue:44898", - "issue:43901|issue:44509", "issue:43425|issue:44918", + "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:43994|issue:44079", "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "5fca6f2e3509d153ebff21d7e7b599c112cfc77c979298b4daf13dca72c4f149", + "prepared_review_unit_hash": "653b37b79127a8726d3275dffa6453b17f534091ac7343ba5a9413a0101f79d2", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -2618,7 +2693,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36866, + "serialized_chars": 36865, "estimated_input_tokens": 9217, "estimated_eval_tokens": 18690 }, @@ -2627,198 +2702,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like the same underlying bug: the generic `resize_token_embeddings` regression and its T5Gemma-specific variant. The rest are different model-, tokenizer-, training-, or docs-level issues and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45292 is the broad, model-agnostic report; issue:45335 reads like the same bug manifested in T5Gemma's `decoder.embed_tokens`.", + "summary": "These are mostly distinct regression reports across tokenizer, model-loading, training, and device/dtype paths. The only strong duplicate-like pair is the generic `resize_token_embeddings` bug and its model-specific `t5gemma` manifestation.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the broader, model-agnostic report about `resize_token_embeddings` not updating output embeddings, while `issue:45335` looks like a specific `t5gemma` instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest canonical issue because it states the generic regression and can cover the T5Gemma-specific duplicate.", + "best_issue_reason": "`issue:45292` is the best canonical issue because it describes the underlying API failure more generally and can absorb model-specific duplicates like `issue:45335`.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video input handling for Qwen VL models vs strict config loading for granite_speech." + "reason": "Different regressions: video input handling for Qwen VL models vs strict config loading for `granite_speech`." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model failures: GLM-4.7 unit-test loading vs Qwen3.5 save_pretrained checkpoint correctness." + "reason": "Unrelated failures: GLM-4.7-Flash unit-test loading vs Qwen3.5 `save_pretrained` checkpoint regression." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "One is checkpointing in eval mode; the other is a Qwen3.5 RLHF NaN/fallback issue. Not the same bug." + "reason": "Different code paths: gradient checkpointing in eval mode vs RLHF NaNs from Qwen3.5 `position_ids`/SDPA behavior." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Related custom-model save/load area, but different concrete bugs: read-only source-file permissions vs loading the wrong custom module." + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash_attention sinkless crash vs Gemma-4 FSDP2 shared_kv_states KeyError." + "reason": "Different concrete problems: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 `shared_kv_states` KeyError." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral/tokenizer behavior, but one is BPE marker handling and the other is `continue_final_message` logic." + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in Jupyter notebooks is unrelated to Trainer checkpoint resumption math." + "reason": "Custom model init in notebooks is unrelated to `resume_from_checkpoint` / `max_steps` calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both touch model persistence, but notebook custom-model init and `extra_state` handling are different failures." + "reason": "Notebook custom-model initialization vs `save/from_pretrained` handling of `extra_state` are different failures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Distinct issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." + "reason": "Both are dtype/device mismatch reports, but they affect different model-loading and autocast paths." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same bug class: `resize_token_embeddings` fails to propagate resized embeddings; 45335 is the T5Gemma-specific manifestation." + "reason": "Same underlying bug: `resize_token_embeddings` fails to propagate to tied output/decoder embeddings; `t5gemma` is a model-specific instance." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in one model." + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "One is a vocab-size/token placement bug; the other is a specific model-loading failure for ScandiBERT." + "reason": "Model vocab inconsistency vs model loading failure; no clear shared underlying defect." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are unrelated failures." + "reason": "Float8 storage deserialization error and Strix Halo mmap OOM are separate issues." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Granite token IDs regression is not the same as a performance slowdown in `convert_tokens_to_ids`." + "reason": "Compiled flex attention failure on torch>=2.9 is unrelated to Gemma4 `device_map=\"auto\"` device mismatch." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Compiled flex_attention torch-compatibility issue is unrelated to Gemma4 PLE device mismatch." + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a speed regression for many added tokens; the other is a CodeLlama round-trip whitespace bug." + "reason": "Performance regression in token lookup vs CodeLlama round-trip spacing regression are not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline language return regression is not the same as a general tokenization-version change." + "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization behavior change." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but base_model_prefix loading and notebook initialization are different concrete regressions." + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization are different code paths." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a Gemma4 device placement issue." + "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device placement bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and image-preprocessor dtype mismatch are unrelated." + "reason": "Version compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash is not the same as a compilation error for non-template nodes." + "reason": "PagedAttentionCache group-type crash and non-template-node compile error are distinct." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs compiler rejecting non-template nodes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + "reason": "Video-input regression and mask-shape `IndexError` do not describe the same underlying bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash here." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to compilation of non-template nodes." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver positional-encoding behavior." + "reason": "`torch.export`/`torch_compilable_check` failure is separate from Perceiver non-default resolution failure." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline/documentation problems." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with trl SFT trainer." + "reason": "Both are docs issues, but they concern different pipeline-task deprecations and mismatches." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different bugs." + "reason": "Whisper pipeline language-return bug and MXFP4 loading fallback are different problems." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 incorrect outputs and ModelOutput key assignment are unrelated." + "reason": "SigLIP2 bad outputs and `ModelOutput` key assignment behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." + "reason": "Tokenizer constructor conflict and `gguf_file` loading failures are different loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are well grounded in the packet and stay conservative overall. The only accepted soft pair, `issue:45292`/`issue:45335`, is supported by the near-identical resize-token-embeddings regression in a generic vs T5Gemma-specific form. The other pairs are reasonably kept separate based on their titles and described failure modes." + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical duplicate call on `issue:45292` / `issue:45335` is well supported by the shared `resize_token_embeddings` failure pattern, and the other soft-edge rejections avoid over-claiming duplicate status for issues that only share broad surface area (tokenizer, loading, dtype, save/load, etc.)." }, "evaluator_used": true, "retried": false, @@ -2889,8 +2964,8 @@ ], "soft_pairs": [ "issue:43299|issue:43931", - "issue:44671|issue:44991", "issue:43596|issue:44683", + "issue:44671|issue:44991", "issue:44164|issue:45759", "issue:46050|issue:46326", "issue:43906|issue:46326", @@ -2908,8 +2983,8 @@ "issue:44737|issue:45859", "issue:43716|issue:45084", "issue:46285|issue:46402", - "issue:36032|issue:42915", "issue:43582|issue:43632", + "issue:36032|issue:42915", "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:40990|issue:43421", @@ -2919,12 +2994,12 @@ "issue:42175|issue:46178", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "d222d76e3a0521fd9f4f8a2689e92f7b2188c6de10ba9e50baa5a61c3b774f17", + "prepared_review_unit_hash": "eeaa377fa6d5b159ec8470684b31b8167cd1c9ce3f0e10ec4597f08cd2cd943e", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -2932,208 +3007,211 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a loose cluster of Transformers regressions across different models, tokenizers, and runtime paths. The soft pairs mostly share broad subsystem similarity rather than the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 model-loading/initialization regression theme in this set.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. Only the Qwen3-VL MoE loading reports look like the same underlying bug; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43299 is the broadest report of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation with a specific weight-shape mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and representative issue here, making it the best anchor for the cluster despite the surrounding reports being distinct.", + "best_issue_reason": "issue:43299 best represents the duplicate cluster because it states the general v5.0.0.dev0 loading breakage, while the paired issue is a specific instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Different model families and failure modes: Qwen3Moe loading vs Qwen3-VL weight-shape mismatch." + "accept": true, + "reason": "Same model family and same loading failure class; the second looks like a concrete manifestation of the first regression." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Both are model-related, but one is CamemBERT masked-LM predictions and the other is tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different subsystems and failures: deepspeed zero3/BertModel indexing vs compiled flex_attention on newer torch." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Unrelated code paths: Deepspeed zero3/BertModel indexing vs compiled flex_attention on torch >= 2.9." + "reason": "Both are tokenizer/model regressions in v5, but they concern different models and distinct failure modes." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/load extra_state handling is separate from AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." + "reason": "save/from_pretrained extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption is not the same bug as mistral_common tokenizer continue_final_message handling." + "reason": "Quantization save/load breakage is unrelated to a tokenizer continue_final_message bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "One is an isolated reproduction of an older issue; the other is a tokenizer-specific continue_final_message regression." + "reason": "An isolated reproduction of an old issue is unrelated to mistral_common tokenizer behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is model/tokenizer loading failure and the other is a Mistral regex patch crash." + "reason": "Different tokenizers and different root causes; one is model-specific loading, the other is a Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different problems and fixes." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state handling is unrelated to the video-input regression in Qwen2.5-VL/Qwen3-VL models." + "reason": "Extra_state serialization is unrelated to the Qwen video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures for different models; no shared underlying bug is evident." + "reason": "Both involve tokenizer loading, but the affected models and bugs are different." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like behavior is unrelated to compiled flex_attention failures." + "reason": "Tokenizer mapping-name registration bug is unrelated to flex_attention compilation on torch 2.9+." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are separate issues." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different code paths." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but they affect different models and different failure mechanisms." + "reason": "Different model loading regressions; no indication they share the same underlying bug." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json and incorrect DeepSeek-Coder tokenizer output are related only at a broad tokenizer-regression level, not the same bug." + "reason": "Both are tokenizer issues, but one is repository tokenizer.json precedence and the other is DeepSeek-Coder output corruption." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer gpu_broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to merge." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload rotary embedding are different device-placement bugs." + "reason": "CPU device placement in XLNet and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation error." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are distinct model-specific regressions." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are separate model-specific regressions." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching allocator warmup TypeError and _is_hf_initialized flag breakage do not share a code path." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and Qwen3 MoE FP8 training failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache's invalid group type on Qwen3.5." + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both mention model loading, but they are different models and different root causes." + "reason": "Different model-loading failures for different repositories; no shared concrete bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + "reason": "High perplexity on a model benchmark is unrelated to runtime post-processor updates for special tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are different compiler/runtime issues." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and iterable-dataset multi-image finetuning failure are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-family reports, but FP8 config failure and PagedAttentionCache invalid group type are distinct bugs." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different Qwen3.x bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow in the torch extra and missing tensorflow_text in BACKENDS_MAPPING are different packaging/backend issues." + "reason": "Packaging backend omission and a backend-mapping ValueError are related only loosely by TensorFlow naming, not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are initialization regressions, but one is about junk-filled buffers and the other about custom model initialization; not the same bug." + "reason": "Both are v5 initialization regressions, but the descriptions point to different symptoms and no clear shared code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The single accepted pair (issue:43299 / issue:43931) is a defensible broad-vs-specific loading regression match based on the titles, while the remaining pairs are reasonably rejected as different models, subsystems, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3202,17 +3280,17 @@ "soft_pairs": [ "issue:44811|issue:45584", "issue:44206|issue:44220", - "issue:40444|issue:46326", "issue:36032|issue:43645", + "issue:40444|issue:46326", "issue:43883|issue:44488", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:45084|issue:45507", + "issue:43317|issue:43482", "issue:44987|issue:44991", "issue:44464|issue:45987", "issue:43262|issue:43377", - "issue:43746|issue:46326", "issue:43646|issue:44534", + "issue:43746|issue:46326", "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:42915|issue:45084", @@ -3220,11 +3298,11 @@ "issue:43404|issue:44466", "issue:44849|issue:45325", "issue:43994|issue:44610", - "issue:43377|issue:43819", "issue:28530|issue:34567", + "issue:43377|issue:43819", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:43322|issue:43540", + "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44220|issue:44683", "issue:44265|issue:44610", @@ -3234,12 +3312,12 @@ "issue:42915|issue:44589", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "9e3016981dd00e864d216467dbf9ca6d27e5ec2b25cc9269cc93bc2ff580c024", + "prepared_review_unit_hash": "d25e3018ee7dda1801f9aadcd5e5645b0104baa75380321839f788f5c4bd6056", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -3247,7 +3325,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37689, + "serialized_chars": 37690, "estimated_input_tokens": 9423, "estimated_eval_tokens": 19102 }, @@ -3256,216 +3334,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or model family and should stay separate. The only strong duplicate-like pair is the Qwen3.5 save_pretrained regression (issues 45216 and 45357), where the later report looks like the same serialization bug still persisting in a newer release.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45216 is the earlier, broader report of the Qwen3.5 save_pretrained regression; it captures the main failure mode before the later follow-up about specific visual encoder keys.", + "summary": "Mostly unrelated issues; only a couple of soft pairs look like true duplicates or near-duplicates. No single canonical issue/PR for the whole set.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative issue because it describes the underlying regression most generally and predates the narrower follow-up.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty transcription after align_special_tokens; different bugs." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bug paths." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature-extraction problems, but they point to different failing paths and symptoms." + "accept": true, + "reason": "Both point to the same audio feature extraction path (_torch_extract_fbank_features / LasrFeatureExtractor) and likely the same regression around unsupported feature arguments." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Different components and failure modes: Qwen2.5-VL multi-image iterable dataset vs mistral_common continue_final_message tokenizer behavior." + "reason": "Tokenizer method conflict in T5 vs custom model initialization in Jupyter; different components and failure modes." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer class-name conflict and custom-model initialization in Jupyter are unrelated bugs." + "reason": "Different subsystems: multimodal Qwen2.5-VL batching vs mistral_common continue_final_message tokenizer handling." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but one is Molmo tied-weights API breakage and the other is loading a specific BERT model; not the same code path." + "reason": "Molmo tied-weights attribute error vs failure to load a specific BERT model; unrelated load issues." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a general gguf_file/from_pretrained breakage and the other is a Qwen2.5-GGUF v5-specific failure; not enough to treat as one bug." + "reason": "Both are GGUF/loading failures, but one is about gguf_file API behavior and the other is a model-specific Transformers v5 regression." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "device_map/offload dequantized-model loading is a different path from GGUF loading failure." + "reason": "Template-node compilation error vs GraniteMoEHybrid invalid method call; not the same underlying bug." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Different error classes and subsystems; no clear shared underlying bug." + "reason": "Dequantized model offload with device_map=auto vs GGUF loading failure for Qwen2.5; different code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Separate model-specific loading regressions for different repositories and likely different causes." + "reason": "Both are model-loading regressions in v5, but for different models and likely different tokenizer/model compatibility problems." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "One is chunked generation inconsistency under compiled forward; the other is a StaticCache API contract issue." + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache return-type bug; different generations paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor default sampling-rate bug and MIMI padding-mask batching bug are distinct." + "reason": "Audio template sampling-rate default vs MIMI encoder batched/single mismatch; different modules and symptoms." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." + "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; unrelated regressions." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer contents; not the same bug." + "reason": "PEFT/local checkpoint loading for GraniteSpeech vs mistral_common tokenizer continue_final_message; different areas." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter/custom-model initialization and buffer junk filling are different failure modes." + "reason": "Jupyter custom model initialization vs buffer serialization issue; not the same bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs a specific Mistral regex patch crash; unrelated." + "reason": "General loading noise vs Mistral regex patch crash; unrelated symptoms." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + "reason": "Qwen3Moe FP8 config failure vs template compilation TypeError; different failure classes." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA are unrelated." + "reason": "Molmo tied-weights attribute issue vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied lm_head weights, but one is a model-specific tying bug and the other is serialization differing by device; related theme, not the same concrete bug." + "reason": "Both mention lm_head/tied weights, but one is model-specific untied weights and the other is serialization inconsistency; not clearly the same code-path." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are different model behaviors." + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different model behaviors." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms: nonsensical SigLIP outputs vs OmDet-Turbo processor size mismatch." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "MIMI batching/padding-mask mismatch and DAC.from_latents STE mismatch are distinct model bugs." + "reason": "Siglip2 bad outputs vs OmDet-Turbo processor/model image-size mismatch; different root causes." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen not updating are unrelated training-state issues." + "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; unrelated Trainer issues." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different model loading failure and Mistral tokenizer regex crash; no shared code path." + "reason": "MIMI padding-mask batching mismatch vs DAC.from_latents/forward mismatch; different models and bugs." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different regressions affecting different loaders/tokenizers." + "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; unrelated tokenizer-loading problems." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are both multimodal, but not the same failure." + "reason": "Llava Next load segmentation fault vs Qwen3OmniMoe video ValueError; different multimodal failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/load paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 model/config failure and init_empty_weights argument mismatch are separate init/load regressions." + "reason": "FP8 config failure vs init_empty_weights unexpected argument error; not the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio fbank feature extraction vs compiled flex_attention on torch>=2.9; unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability with torch_compilable_check is unrelated to processor image-size mismatch." + "reason": "torch.export / torch_compilable_check issue vs processor image-size mismatch; unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type contract are different problems." + "reason": "Generation performance overhead vs StaticCache return-type contract; different code paths." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict and MobileLLM load key error are unrelated." + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated loading issues." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword duplication and loading a specific model repo are unrelated." + "reason": "AddedToken special-kw TypeError vs a model-loading regression for a specific repo; not the same failure." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both touch FP8-ish territory, but one is a Qwen3Moe config failure and the other is a storage deserialization issue." + "reason": "Both are FP8-related, but one is a config failure and the other is a missing storage object; not clearly the same underlying bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained serialization regression; the later issue is a narrower follow-up about remaining incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/specific manifestation of the incorrect checkpoint-save bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The only accepted soft pair, issue:45216 vs issue:45357, is well-supported by the titles as a broader Qwen3.5 save_pretrained regression followed by a narrower follow-up about visual encoder keys. The other verdicts are conservative and do not overclaim duplication from loose subsystem similarity." + "feedback": "The summary stays within the packet: it identifies the set as mostly unrelated and only marks two soft pairs as likely near-duplicates. The accepted pairs are plausibly aligned by title alone, and the other rejections are conservative rather than overconfident. No canonical issue/PR is implied beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -3537,9 +3615,9 @@ ], "soft_pairs": [ "issue:44479|issue:45325", + "issue:36032|issue:41720", "issue:44991|issue:46315", "issue:43531|issue:44877", - "issue:36032|issue:41720", "issue:43425|issue:44403", "issue:43296|issue:43531", "issue:43611|issue:44534", @@ -3565,16 +3643,16 @@ "issue:41553|issue:43582", "issue:43818|issue:46402", "issue:44079|issue:44534", - "issue:44829|issue:45479", "issue:44462|issue:45812", + "issue:44829|issue:45479", "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "f0c3fabfc45389ae03e21654a1308ed2d7cd845c7f882707186a7eb060036b11", + "prepared_review_unit_hash": "e4f0dbbf67da15e35f5e4b012e57eb5d6231a51b5a32bf337c5213ad8c71d8f3", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -3582,213 +3660,213 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of tokenizer regressions, model-loading bugs, backend/package issues, and a few multimodal/Qwen-specific problems. I don\u2019t see any pair that clearly describes the same underlying bug/change, so no soft edges should be merged.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45812 is the broadest, most clearly scoped tokenizer regression here: a silent AutoTokenizer ID mismatch affecting all Granite models. If a single issue must represent the cluster, this is the strongest candidate.", + "summary": "Loose semantic cluster around Transformers regressions and model/tokenizer loading, but the soft pairs mostly split into distinct bugs, models, and code paths. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the best anchor because it is a concrete, high-severity tokenizer regression with a clear v4\u2192v5 break and broad impact within a well-defined code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most representative global issue because it is concrete, high-impact, and broadly reproducible, but the set is still too heterogeneous to treat the rest as duplicates.", + "best_issue_reason": "issue:45812 is the strongest representative issue in the set: specific reproduction, explicit regression framing, and a user-facing correctness bug rather than a vague compatibility report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL/video-positioning regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; likely related area, not the same concrete defect." + "reason": "Both involve Qwen VL video/position handling, but 44479 is a broad v5 video-input regression across several models while 45325 is a specific still-image temporal position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer init failure and Qwen3 device-map CUDA assert are unrelated subsystems and failure modes." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "One is a tokenizer-loading failure for a specific model, the other is a performance regression in convert_tokens_to_ids for slow tokenizers; different symptoms and code paths." + "reason": "One is a tokenizer load failure for a specific model, the other is a performance regression in convert_tokens_to_ids for slow tokenizers." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech config loading are unrelated bugs." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer class naming conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Sliding_window behavior in Qwen3-MoE and strict config blocking granite_speech loading are different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy load logging are not the same bug." + "reason": "Torch 2.10 compatibility and noisy load logging are not the same underlying issue." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific failures." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are distinct model/path problems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base_model_prefix loading regression and non-persistent buffer junk are separate v5 issues with different failure modes." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different mechanisms." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breaking in v5 is unrelated to the Strix Halo mmap OOM workaround." + "reason": "_is_hf_initialized handling and Strix Halo mmap OOM are unrelated code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multiple-images finetuning failure and still-image temporal-position scaling are different Qwen2.5-VL bugs." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is still-image temporal position scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite tokenizer wrong IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs." + "reason": "Granite wrong token IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs and model families." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Ministral BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are different layers and bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and missing Float8 storage object are different errors." + "reason": "Whisper runtime failure and Float8 storage lookup TypeError are unrelated." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "A logging/noise issue is not the same as a tokenizer repository-loading regression." + "reason": "One is a logging/noise issue; the other is a functional tokenizer loading failure." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen2-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; not the same bug." + "reason": "Both mention multi-GPU or Qwen-VL training, but one is multi-GPU training setup and the other is iterable-dataset/multi-image finetuning failure." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are related to checkpointing but are distinct issues." + "reason": "Eval-mode gradient checkpointing and missing supports_gradient_checkpointing are related only at a high level; they are different defects." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "These are both v5 regressions, but one is initialization flag handling and the other is buffer serialization/loading." + "reason": "Different v5 regressions: one concerns initialization flags, the other buffer contents." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different load-time type errors." + "reason": "Both are loading-related v5 errors, but one is an unexpected init_empty_weights argument and the other is a missing storage type." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states per-layer rebuild are unrelated internal bugs." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a model/dataset and Whisper batch_decode special-token handling are not the same defect." + "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading problems." + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are different tokenizer/model-loading issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model config issues." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-specific problems." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates and missing BOS/EOS on add_special_tokens are both special-token issues, but they are not the same concrete bug." + "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are both tokenizer-related but not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow backend packaging, but one is missing TF from the torch extra while the other is a tensorboard-without-TF backend error; not the same failure." + "reason": "Packaging/backend availability issues around TensorFlow are similar in theme but not the same underlying defect." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading and Qwen3 MoE training memory inefficiency are different performance/loading issues." + "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are different problems." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized errors are unrelated." + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Bad tokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA tower weight/attention issues and Sam3Model text encoder weight loading are different multimodal loading bugs." + "reason": "Video-LLaVA architecture/loading problems and Sam3 text encoder weight loading are different model-specific bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are separate v5 regressions." + "reason": "ModelOutput key assignment and buffer initialization are separate core-library regressions." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "FlashAttention-3 degenerate training and single_label_classification num_labels=1 zero-loss behavior are different causes of bad training." + "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are both tokenizer regressions, but they are distinct failure modes and fixes." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are tokenizer regressions, but one is repo tokenizer.json resolution and the other is Granite token IDs being wrong; different bugs." + "reason": "FlashAttention-3 training degeneration and single-label-classification zero loss are different classification/training bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch backend-tokenizer crash are unrelated." } ] }, @@ -3839,14 +3917,15 @@ "issue:43818", "issue:43819", "issue:43873", + "issue:43881", "issue:43957", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", + "issue:44488", "issue:44877", "issue:44898", "issue:45072", @@ -3890,223 +3969,233 @@ "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:43606|issue:43819", - "issue:44186|issue:44265" + "issue:41720|issue:45823", + "issue:43881|issue:44488" ], - "prepared_review_unit_hash": "e323cb4f9c15cfbf333c0b512723f69a60408cd8f64211203bacd2b6a20cd598", + "prepared_review_unit_hash": "0005bffa2316e7e31bd4d08413a758b1cc2f125e92a74b9942bf61d6164f9be3", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports across different models and subsystems; none of the soft pairs is a safe duplicate match.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45325 is the clearest, most narrowly scoped regression report, with a single named function, explicit version, and reproducible behavior change.", + "summary": "Most items are unrelated regression reports across different models/subsystems; only one soft edge looks like the same underlying Qwen2.5-VL position-id bug. The rest are too model- or symptom-specific to merge.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the best canonical representative because it describes the underlying Qwen2.5-VL position-id/rope-index regression at the most specific root-cause level.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest representative issue: concrete symptom, specific code path (`get_rope_index`), and clear regression context in transformers 5.3.0.", + "best_issue_reason": "issue:45325 is the strongest issue candidate in this set; it is the most concrete description of the only credible duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and different bugs: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 visual key serialization." + "reason": "Different bugs: missing temporal attention/shared weights vs incorrect save_pretrained visual-encoder keys." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching-related, but one is MIMI padding-mask behavior and the other is Gemma3 sliding-window NaNs; not the same fix." + "reason": "Both are batching-related, but the models and failure modes differ (padding mask mismatch vs NaN embeddings with sliding-window attention)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is tied-weight/non-persistent buffer serialization; the other is `ModelOutput` key assignment. Different code paths." + "reason": "Unrelated internals: non-persistent buffer junk vs ModelOutput key assignment semantics." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both involve Transformers v5 loading regressions, but the concrete failures differ: `base_model_prefix` loading vs custom initialization." + "reason": "Both touch Transformers v5 loading/init, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP RAM-efficient loading is unrelated to `ModelOutput` key assignment." + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key handling." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to bfloat16 dtype mismatch in inference." + "reason": "torch.export/torch_compilable_check is a different code path from CI bfloat16 dtype mismatches." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend inclusion issue vs a vLLM model-load failure; no shared underlying bug." + "reason": "Package/backend installation mismatch is unrelated to PaddleOCR-VL loading in vLLM." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is multi-image fine-tuning and the other is video position ids; different failures." + "reason": "Different Qwen2.5-VL issues: iterable dataset with multiple images vs video position-id regression." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading regression affecting other models; not the same problem." + "reason": "Whisper model loading failure is unrelated to meta-device loading regressions." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Same model family, but one is still-image temporal scaling and the other is video `vision_position_ids`; too different to merge confidently." + "accept": true, + "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe wrong position_ids/rope-index behavior in the video/temporal path." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision models and failure modes: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." + "reason": "Different models and problems: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both touch Qwen2.5-VL vision indexing, but one is temporal position scaling and the other is OCR long-input index overflow." + "reason": "Same broad vision area, but Qwen2.5-VL rope-indexing and Kosmos2.5 OCR long-input errors are different bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied-weight initialization bug vs device-dependent serialization inconsistency; related theme, but not the same concrete defect." + "reason": "Both mention lm_head, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5 GGUF loading under Transformers v5." + "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading in Transformers v5." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` flag regression is unrelated to bfloat16 dtype mismatches." + "reason": "_is_hf_initialized flag breakage is a different regression from dtype mismatch in bfloat16 inference." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Meta-initialization argument incompatibility vs strict config loading for granite_speech; different breakages." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is unrelated to strict config loading of granite_speech." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Specific PaddleOCR-VL/vLLM loading failure vs broad torch/transformers version incompatibility; not the same issue." + "reason": "PaddleOCR-VL load failure is unrelated to torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression across models vs Gemma4 PLE device mismatch; different code paths." + "reason": "Different model families and different failure modes: video-input regression vs device mismatch with Gemma4 PLE." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization-version changes are unrelated." + "reason": "Quantization/offload behavior is unrelated to tokenization changes across versions." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark vs export failure for models using `torch_compilable_check`." + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sample-rate defaulting is unrelated to GraniteSpeech checkpoint loading." + "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset issue and progressive generation with `inputs_embeds`/`past_key_values` are different bugs." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug vs Qwen3 auto device-mapping CUDA assert; unrelated." + "reason": "Generation with past_key_values is unrelated to Qwen3 auto device-map cuda asserts." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied weights bug vs Bamba SDPA/torch.compile failure; different concrete problems." + "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA failures are different code paths." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/model mismatch and Qwen2.5-VL multi-image finetuning are unrelated." + "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image IterableDataset failures are different model/usage bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to DAC latent/forward mismatch and missing STE." + "reason": "Both mention loading/device issues, but CPU offload mismatch and DAC.from_latents vs forward STE mismatch are unrelated." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are unrelated regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to export failures in compilable-check models." + "reason": "glm-4v-9b loading failure is unrelated to cjvt/sleng-bert loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The single accepted pair, issue:45325 and issue:45381, is a reasonable same-bug match around Qwen2.5-VL positional indexing in the video/temporal path. The other soft-edge rejections are generally cautious and supported by the issue titles, with no clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4147,9 +4236,9 @@ "issue:43881", "issue:43883", "issue:44186", + "issue:44265", "issue:44387", "issue:44466", - "issue:44488", "issue:44534", "issue:44568", "issue:44610", @@ -4163,7 +4252,6 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45823", "issue:45920", "issue:45923", "issue:46050", @@ -4173,8 +4261,7 @@ "issue:46402" ], "soft_pairs": [ - "issue:43881|issue:44488", - "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:42796|issue:46209", "issue:46305|issue:46315", "issue:43377|issue:44610", @@ -4182,8 +4269,8 @@ "issue:43454|issue:45072", "issue:43257|issue:45923", "issue:42796|issue:44977", - "issue:43317|issue:43873", "issue:43377|issue:44898", + "issue:43317|issue:43873", "issue:40990|issue:42947", "issue:43454|issue:43720", "issue:43572|issue:45759", @@ -4192,8 +4279,8 @@ "issue:43749|issue:44534", "issue:41720|issue:43322", "issue:44466|issue:45357", - "issue:26413|issue:28530", "issue:41720|issue:44977", + "issue:26413|issue:28530", "issue:43526|issue:43883", "issue:44387|issue:45704", "issue:36331|issue:42617", @@ -4201,238 +4288,232 @@ "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:43450|issue:45701", - "issue:43065|issue:46402", "issue:40990|issue:45701", + "issue:43065|issue:46402", "issue:44186|issue:45072", "issue:43873|issue:44756", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "0d336c215acd2a7867c53fe99ecd23a20f1506346f8a1d7b4c94f03e3dc6feb3", + "prepared_review_unit_hash": "0b0a1bc8b911f1d8a18893400a974d5a520b0b4747728a82b84e48bc967d1adf", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37570, - "estimated_input_tokens": 9393, - "estimated_eval_tokens": 19042 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "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 and loading/training issues. Several pairs are superficially similar (tokenization, offloading, save/load, device_map), but none look like the same underlying bug tightly enough to merge.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy runtime/offloading regression here, making it the best umbrella representative for the cluster's repeated loading/offload/quantization complaints.", + "summary": "These items are a loose collection of mostly unrelated Transformer bugs; none of the soft-edge pairs look like safe duplicates. The strongest single issue to anchor on is the broad v5 tokenizer regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best representative because it describes a broad, concrete v5 tokenizer regression affecting multiple models and token IDs, with clear user impact and reproducible behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue in this set because it captures the common deployment/runtime failure theme better than the more model-specific reports.", + "best_issue_reason": "issue:45920 is the strongest stand-alone issue in the set: broad scope, concrete symptom, and likely to absorb the most related reports around tokenizer regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes (glm-4v-9b vs cjvt/sleng-bert)." - }, - { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both involve device_map/forward device problems, but they affect different models and error paths (cuda assert vs PLE mismatch)." + "reason": "Different subsystems and failures: tokenizer NER/padding crash vs torch.export with torch_compilable_check." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + "reason": "Different model/runtime problems: tokenizer BPE marker handling vs FP8 inference failure on B200." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is a streaming mask off-by-one; the other is tokenizer performance regression. Same area, different bug." + "reason": "Unrelated bugs: sliding-window masking off-by-one vs tokenizer conversion performance regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask behavior and video processor output shape are different components and failure modes." + "reason": "Both are batching-related, but one is MIMI encoder padding-mask correctness and the other is processor image-size output mismatch." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenization regressions, but one is add_special_tokens handling while the other is wrong token IDs across multiple models." + "reason": "Both concern tokenization, but the concrete failures differ: missing special tokens for one tokenizer vs wrong token IDs across many tokenizers." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Incorrect image/text shape handling and dtype mismatches are separate problems." + "reason": "Different bugs: tied-weight serialization/generation issue vs bf16 dtype mismatch in inference." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + "reason": "Different code paths: Qwen3 MOE loading/conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer marker handling and flash-attention generation issues do not share a concrete code path." + "reason": "Both are Qwen/Ministral-adjacent model issues, but the actual failures and models are unrelated." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized-model loading with cpu offload while the other is a broader quantization offload regression." + "reason": "Different models and symptoms: batched-vs-single MIMI encoder outputs vs Perceiver non-default resolution failure." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Different models and different causes: missing padding-mask support vs Perceiver positional interpolation." + "reason": "Both mention offloading/quantization, but one is a device_map load failure and the other is a broader offloading regression; not the same bug." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on a specific model and ineffective gradient checkpointing with LoRA are unrelated." + "reason": "Perplexity on a specific model/dataset is unrelated to gradient checkpointing behavior with PEFT LoRA." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Image/video processing shape bugs and BitNet packed-weight loading bugs are different code paths." + "reason": "Distinct model bugs: AyaVision tied weights vs BitNet packed-weights unpacking during accelerate loading." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx and failure to unwrap text_config are distinct config/model-construction issues." + "reason": "Unrelated configuration problems: missing pad_token_idx vs unwrapping text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfaulting on load and sinq save/load breakage are not the same bug." + "reason": "Different failure modes: Llava Next segfault on load vs sinq quantization save/load breakage." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Completely different issues: inability to run a script vs Qwen3 MOE failing with FineGrainedFP8Config." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both loading-adjacent, but not the same defect." + "reason": "Both relate to loading/memory, but FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same defect." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto-device-map assert vs Llava Next load segfault." + "reason": "Different models and symptoms: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained serialization issues, but one is lm_head weight tying and the other is visual encoder key names." + "reason": "Both involve save_pretrained/serialization, but one is tied lm_head serialization by device and the other is incorrect visual encoder keys for Qwen3.5." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are separate trainer behaviors." + "reason": "Different Qwen model bugs: device-map CUDA assert vs flash-attention generation failure." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Same model family, but device-mapping CUDA asserts and flash-attention generation failures are different bugs." + "reason": "Training-loop resume failure and early-stopping metric resolution are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying metadata are unrelated." + "reason": "Different areas: Beit image processor label reduction vs Molmo tied-weights attribute error." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory, but int4 reserved-memory growth and an apex RMSNorm leak are different root causes." + "reason": "Both are memory-related, but int4 reserved-memory OOM and apex RMSNorm leak are distinct causes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage and 3d_parallel.py runtime failure are unrelated." + "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "A model loading failure and a tokenizer loading regression are different issues." + "reason": "Different tokenizer/model loading problems with no shared code path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 failure have no shared bug path." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 MOE FP8 loading." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regressions are separate problems." + "reason": "Strict config loading and tokenizer loading are separate issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape and tokenization changes are unrelated." + "reason": "Video processor batching shape bug is unrelated to tokenizer behavior changes across versions." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different model parts and bugs." + "reason": "Perplexity regression and tokenization changes are not the same underlying bug." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Extremely high perplexity and changed tokenization are not the same underlying issue." + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different problems." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/padding and bfloat16 dtype mismatches are unrelated." + "reason": "Tokenizer crash and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload behavior and mmap OOM on Strix Halo are different memory-management problems." + "reason": "Offloading/quantization regression vs mmap OOM on Strix Halo: related theme, different bug and likely different fix." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping CUDA assert and 3d_parallel.py failure are unrelated." + "reason": "No meaningful overlap beyond both being runtime failures." } ] }, @@ -4481,10 +4562,10 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43708", "issue:43720", "issue:43782", + "issue:43873", "issue:43881", "issue:44008", "issue:44186", @@ -4501,18 +4582,19 @@ "issue:45632", "issue:45684", "issue:45701", + "issue:45704", "issue:45823", "issue:46291" ], "soft_pairs": [ - "issue:43550|issue:43720", "issue:43577|issue:43708", + "issue:43550|issue:43720", "issue:43404|issue:45357", "issue:44008|issue:45823", "issue:43295|issue:45701", "issue:44186|issue:44610", - "issue:43550|issue:43606", "issue:44610|issue:44898", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:44423|issue:45406", "issue:45632|issue:45684", @@ -4526,210 +4608,210 @@ "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43526|issue:43881", - "issue:43316|issue:44913", "issue:43540|issue:43782", + "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:43550|issue:43653" + "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "dcb0cf69e685f80d10058612f3ba025475c94697cb8c81d4bb99dfa9b00a5f44", + "prepared_review_unit_hash": "2639eaee20f7f0930042406197dcf27fa71faab116a804d6a046ac0e150804e0", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35601, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items are a loose collection of unrelated Transformers bugs spanning tokenizers, processors, model loading, serving, quantization, and training. None of the soft edges look like the same underlying issue, so no canonical issue emerges.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster is heterogeneous and the proposed soft matches only share broad subsystem or model-family similarity, not the same concrete bug.", + "summary": "The set is mostly a grab bag of unrelated Transformers bug reports. A few pairs share broad themes like offloading, multimodal processors, or tokenizers, but they do not appear to be the same underlying bug or change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest active issue in the set and sits closest to the offloading/device-mapping theme that recurs in a few other reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as the best global representative: the cluster lacks a shared failure mode, and the strongest-looking pairs are still distinct bugs with different code paths and symptoms.", + "best_issue_reason": "issue:43873 is the best representative issue overall because it is open, has inbound references, and covers a recurring class of runtime/offloading problems better than the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different bugs: dtype propagation in BLIP-2 loading vs checkpoint resume/max_steps math in Trainer." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "One is dtype propagation for Blip2 loading; the other is Trainer checkpoint resume step counting. Unrelated bugs." + "reason": "Both involve loading/runtime failures, but they hit different models and code paths: SDPA compile in Bamba vs packed-weight unpacking in BitNet accelerate loading." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both concern model weight/config handling, but one is Mistral3 lm_head tying and the other is Qwen3.5 visual encoder key saving. Not the same issue." + "reason": "Different multimodal model bugs: lm_head tying in Mistral3 vs incorrect visual encoder keys on save_pretrained in Qwen3.5." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family reports, but one is a Gemma3n variable-name collision in forward() and the other is a Gemma4 device_map auto mismatch. Different code paths." + "reason": "Gemma3n audio_mel_mask variable collision is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a regression around processor.tokenizer access; the other is broad tokenization differences across versions. Too general and not the same bug." + "reason": "One is a regression in processor/tokenizer API access; the other is a general tokenization change across versions. Similar symptom area, not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding versus processor output size mismatch for OmDet-Turbo. Different components and symptoms." + "reason": "Both touch preprocessing, but one is a LayoutLMv2 tokenizer crash on NER/padding and the other is an OmDet-Turbo image-size mismatch." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different models and runtime paths: Bamba compile/SDPA vs Bark CPU offload device mismatch." + "reason": "Different image-processing defects: fixed output size mismatch in OmDet-Turbo vs Perceiver failing on non-default resolutions." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both involve image processing size behavior, but one is a processor/model size mismatch and the other is Perceiver interpolation on non-default resolution. Not the same underlying bug." + "reason": "Both mention device/offload problems, but they are separate failures in different models and likely different underlying causes." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/offload/quantization, but one is Qwen3Moe FineGrainedFP8Config and the other is generic dequantized model gpu+cpu offload. Distinct failures." + "reason": "Qwen3Moe fine-grained FP8 failure is unrelated to dequantized model loading with gpu+cpu offload." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit serving/multimodal paths, but the concrete causes differ: str.to() on continuous batching vs missing Gemma4Processor._tokenizer." + "reason": "Serve crashes in multimodal models are different: one is a bad .to() call on a string, the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Unrelated filesystem behaviors: cache-path collision vs permissions propagation during save_pretrained/register_for_auto_class." + "reason": "Cache-path collisions for trust_remote_code are unrelated to permissions propagation during save_pretrained/register_for_auto_class." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py runtime failure." + "reason": "ImportError for GenerationMixin and failure to run 3d_parallel.py are unrelated issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime issues: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE tensor-parallel behavior." + "reason": "Different model/runtime problems: cudaErrorAssert with Qwen3 auto device mapping vs TP not working for GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx reload are distinct configuration bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 loading and kernels v0.15 pipeline import error are unrelated code paths." + "reason": "FineGrainedFP8 Qwen3Moe failure and transformers.pipelines import failure with kernels v0.15 are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated training issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction bug versus Qwen3.5 recurrent-state reset bug; different models and mechanisms." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state cache reset are different model-specific bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer.compute_loss signature breakage is unrelated to Qwen3 device-mapping cudaErrorAssert." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping cuda errors." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related crash reports, but they involve different tokenizers and different failure modes; not clearly the same bug." + "reason": "Both are tokenizer-related failures, but they concern different tokenizers, tasks, and failure modes." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segmentation fault are unrelated." + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are separate model-loading problems." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both are config/API consistency issues, but they concern different config classes and different fields; not one underlying defect." + "reason": "Both are Qwen3-family multimodal issues, but one is video-input processing and the other is a weight_only loading error; different code paths." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video preprocessing ValueError in Qwen3OmniMoe and the other is weight_only loading for Qwen3VL." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct not persisting are different configuration/reload bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping configuration and void segmentation-map processing are unrelated." + "reason": "Early stopping/metric_for_best_model is unrelated to void segmentation map processing in the image processor." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is T5Tokenizer add_special_tokens name conflict. Different bugs." + "reason": "Tokenizer slow/fast inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are unrelated." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Bamba compile/SDPA and BigBirdTokenizer special-token registration are entirely different problems." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different subsystems and failure modes." } ] }, @@ -4764,12 +4846,12 @@ "issue:43388", "issue:43421", "issue:43531", + "issue:43550", "issue:43606", "issue:43653", "issue:43720", "issue:43746", "issue:43844", - "issue:43873", "issue:43927", "issue:44062", "issue:44077", @@ -4797,18 +4879,18 @@ "issue:45479", "issue:45588", "issue:45701", - "issue:45704", "issue:45759", "issue:45859", + "issue:46050", "issue:46402" ], "soft_pairs": [ - "issue:43873|issue:45704", + "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:44387|issue:45701", "issue:43388|issue:45059", - "issue:44492|issue:44509", "issue:41720|issue:43746", + "issue:44492|issue:44509", "issue:43531|issue:45759", "issue:45406|issue:45464", "issue:45357|issue:46402", @@ -4826,214 +4908,221 @@ "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:44514|issue:44545", - "issue:44368|issue:45357", "issue:39692|issue:44610", + "issue:44368|issue:45357", "issue:44918|issue:44936", "issue:43381|issue:43844", - "issue:43421|issue:43927" + "issue:43421|issue:43927", + "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "26336203811b34262d37e1c2737683b21399fab9a4c58fe9e9dc1a27fb02e05e", + "prepared_review_unit_hash": "7c0495317960a2e7907fdebdcd7894e1716b7c3e4c862973b877f550a0cf01cb", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "soft_pair_count": 29, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; nearly all soft pairs are false positives across different bugs or subsystems. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash pair (44514/44545).", - "confidence": 0.94, - "canonical_issue_reason": "issue:44545 is the best canonical issue because it is an exact duplicate of issue:44514 and has the clearer, more precise title for the same batched-input/padding=False crash.", + "summary": "Most candidate pairs are unrelated despite some superficial overlap in subsystem or model family. One clear duplicate stands out: the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44514 is the clearest representative of the one true duplicate pair: it describes the batched-input crash in `Qwen2_5_VLProcessor.apply_chat_template` with `padding=False`, matching 44545 exactly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue to keep as the representative duplicate target: it matches issue:44514 exactly in behavior and is the more explicit description of the failure.", + "best_issue_reason": "Issue 44514 is the strongest issue to keep as canonical: it is a precise, reproducible bug report with an exact failing API and condition.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both are model/runtime bugs, but one is quantization/offloading OOM and the other is a T5 apex RMSNorm memory leak; different code paths and fixes." + "reason": "Different bugs: Bamba-9B-v2 torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Bark CPU offload device mismatch and BitNet packed-weight loading failure are unrelated loading/offload bugs." + "reason": "Both are CI failures, but one is CPU offload device mismatch and the other is accelerate loading of packed BitNet weights." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory regression and tokenization-version changes are different problems." + "reason": "Overlap is only generic tokenization/memory wording; one is int4 CUDA reserved memory OOM, the other is a tokenization change regression." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Label truncation in gather_for_metrics is unrelated to SAM3 text/box weird behavior." + "reason": "Unrelated issues: label truncation in gather_for_metrics vs SAM3 text/bbox odd behavior." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are distinct documentation issues." + "reason": "Different model-loading failures with different root causes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are unrelated failures." + "reason": "A typo in cache strategy docs is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing text_config unwrap for multimodal Qwen configs are separate code paths." + "reason": "Both mention Qwen3, but one is sliding_window behavior in Qwen3-MoE and the other is `from_config` not unwrapping `text_config`." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor _tokenizer crash in serve and Qwen3.5 streaming chat/completions failure are different processor/runtime bugs." + "reason": "Different surfaces and models: Gemma4Processor missing `_tokenizer` in serve vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both involve multimodal model loading/saving, but one is wrong visual encoder keys in Qwen3.5 and the other is Sam3 text encoder weights not loading." + "reason": "Both involve saved model weights, but they affect different model families and different missing-key paths." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to the undefined video-token branch in _get_num_multimodal_tokens." + "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video-token counting undefined-name bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different model/components: bark-small CPU offload mismatch vs BigBirdTokenizer mask-token registration." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device map CUDA assertions." + "reason": "No shared underlying bug; BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting not updating and progressive generation with inputs_embeds/past_key_values are different trainer/model issues." + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup TypeError." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures for specific models, but the root causes differ: model load regression vs tokenizer load regression." + "reason": "Both are load failures, but they concern different models and different tokenizer/model compatibility problems." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config for multimodal Qwen configs and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct fixes." + "reason": "Different Qwen3.5/3.6 multimodal bugs: config unwrapping vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation concern different configuration behaviors." + "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation of num_labels; the other is a degenerate loss bug for single-label classification with num_labels=1." + "reason": "One is config propagation, the other is a training loss bug for `num_labels=1`; same area, different defect." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention s_aux=None crash is unrelated to the Qwen multimodal text_config unwrap bug." + "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Different vision-model inference bugs: interpolation/resolution failure vs dtype mismatch in bfloat16." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument error and ScandiBERT loading failure are unrelated tokenizer/model loading bugs." + "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as loading ScandiBERT." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Physical-intelligence/fast loading regression and PIL backend torchvision requirement regression are different breakages." + "reason": "Loading physical-intelligence/fast and PIL backend requiring torchvision are different regressions." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False, with only title wording differences." + "reason": "Exact same bug report: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are unrelated Qwen3.5 issues." + "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor image-size mismatch are different model/process problems." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "trl SFT embedding unpacking failure and trainer.evaluate() failing after trainer.train() are not the same underlying trainer bug." + "reason": "Different training/eval failures: unpacking input embeddings in TRL SFT trainer vs evaluate after train." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and unexpected gradient growth with ZeRO-3 are unrelated training behaviors." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient explosion." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and DiaConfig save/load token-ID loss are different tokenizer/config bugs." - } - ] - }, - "evaluator_result": { + "reason": "Special-token runtime post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + } + ] + }, + "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats almost all soft pairs as unrelated and only marks 44514/44545 as a clear duplicate, which is well supported by the nearly identical titles and issue text. No overstatement stands out." + "feedback": "The summary is well grounded in the packet, and the canonical duplicate call on 44514/44545 is supported by the nearly identical titles and described failure mode. The remaining soft-edge rejections are conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -5061,6 +5150,7 @@ "issue:41720", "issue:42886", "issue:43295", + "issue:43335", "issue:43421", "issue:43531", "issue:43540", @@ -5073,6 +5163,7 @@ "issue:43697", "issue:43720", "issue:43746", + "issue:43756", "issue:43782", "issue:43819", "issue:43873", @@ -5098,12 +5189,10 @@ "issue:45907", "issue:45923", "issue:46032", - "issue:46050", "issue:46294", "issue:46463" ], "soft_pairs": [ - "issue:43746|issue:46050", "issue:45704|issue:45923", "issue:43531|issue:43645", "issue:41720|issue:45704", @@ -5131,236 +5220,240 @@ "issue:44062|issue:44488", "issue:43550|issue:43819", "issue:43531|issue:43643", - "issue:43540|issue:44008", "issue:44186|issue:44898", + "issue:43540|issue:44008", "issue:43653|issue:43819", + "issue:43643|issue:44877", "issue:30064|issue:36331", - "issue:43643|issue:44877" + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "b29f5972667eeeb5746c6270144b8c7a04a57b49a1946e55ca8565fad0730b1b", + "prepared_review_unit_hash": "d52fa723c8483fb12ee22087a1202a553ffa920d41b14437d5cc98001592116e", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37397, - "estimated_input_tokens": 9350, - "estimated_eval_tokens": 18956 + "serialized_chars": 38014, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: most items are distinct bugs across unrelated models or subsystems, with only a couple of plausible tokenizer-regex/offline regressions that look like duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the set: it names the exact failing path in _patch_mistral_regex/AutoTokenizer and overlaps with another offline-tokenizer regression, so it is the best representative issue.", + "summary": "These items do not form a coherent duplicate cluster; they span many unrelated bugs, regressions, and model-specific failures. No soft pair is a safe merge based on the available evidence.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate issue emerges from this set; issue:43873 is only the most active standalone report (multiple references and discussion), not a unifying bug for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest single issue candidate because it is specific, actionable, and closest to a concrete shared code path with another item in the set.", + "best_issue_reason": "issue:43873 has the strongest triage signals among the set (discussion, inbound references, and a concrete reproducible problem), so it is the best standalone anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Different failures: PEFT/local checkpoint loading for GraniteSpeech vs save/load breakage for a sinq-quantized model." - }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Unrelated bugs: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Different problems: T5 RMSNorm memory leak vs missing gradient-checkpointing flag on a Nemotron trust_remote_code variant." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression in Transformers 5.0." + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a T5/apex memory leak are unrelated issues." + "reason": "Separate code paths and symptoms: Qwen3 device mapping CUDA assert vs T5 apex RMSNorm memory leak." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different models and mechanisms: apex RMSNorm leak in T5 vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different models and bugs: apex RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe tokenizer loading breaking in offline mode; 44843 gives the concrete root cause in _patch_mistral_regex calling model_info() unconditionally." + "accept": false, + "reason": "Both mention offline mode, but one is cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; not the same bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are VL/video-related, but one is a weight_only load error for Qwen3VL and the other is a video position-id mismatch in qwen2.5-vl." + "reason": "Different Qwen VL/video issues: from_pretrained weight_only error vs wrong vision_position_ids during video input." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness bug vs T5 decoder-input error-message validation are unrelated." + "reason": "Unrelated: Mamba2Mixer cache correctness bug vs T5 decoder-input validation error message." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both mention special tokens, but one is runtime post-processor syncing and the other is BigBirdTokenizer mask-token registration; not the same bug." + "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete defect." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states logic and a missing gradient_checkpointing flag on Nemotron are unrelated." + "reason": "Different layers of the stack: Gemma4 FSDP2 shared_kv_states bug vs missing supports_gradient_checkpointing flag on Nemotron remote code." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different regression reports for different models: SigLIP2 inference nonsense vs CamemBERT masked-LM prediction errors." + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc-example problems and a general quantization offloading issue are not the same underlying defect." + "reason": "SigLIP2 doc example errors/quantization failure is not the same as general offloading not working with quantization." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local-checkpoint PEFT loading and quantization offloading are different failure modes." + "reason": "Different loading paths: GraniteSpeech PEFT checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both involve tokenization/padding behavior, but one is post-processor updates for special tokens and the other is LayoutLMv2 tokenizer crashes on NER/padding inputs." + "reason": "Both tokenizer-related, but one is post-processor sync after special-token edits and the other is LayoutLMv2 NER/padding crashes." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different models and code paths: Deepspeed Zero3/BertModel init vs _torch_extract_fbank_features()." + "reason": "Completely different subsystems: Deepspeed/BertModel zero3 init vs feature extraction in _torch_extract_fbank_features()." }, { "left": "issue:45081", "right": "issue:45356", - "accept": true, - "reason": "Both are the same fix_mistral_regex tokenizer-regression family; 45356 appears to be the versioned Kimi-K2.5 manifestation of the crash/behavior in 45081." + "accept": false, + "reason": "Related to Mistral-regex/tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/regression report; not the same concrete fix." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map failure and an ImportError for GenerationMixin are unrelated." + "reason": "ImageProcessor void-segmentation-map processing is unrelated to the GenerationMixin import failure." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi-K2.5 tokenizer regression and list_repo_files() missing revision forwarding are unrelated." + "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying code path." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug and DAC.from_latents/STE mismatch are different problems." + "reason": "Different model-specific correctness issues: BitNet packed-weight loading vs DAC latent reconstruction missing STE." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Special-token decode behavior and BitNet packed-weight loading are unrelated." + "reason": "Both are CI/model-loading bugs, but BigBirdTokenizer special-token handling is unrelated to BitNet packed-weight unpacking." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." + "reason": "Audio feature extraction issue vs tokenizer mapping-name failure while adding a new model-like entry." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Different video-input failures in different Qwen models: Qwen3OmniMoe processing vs Qwen3.5-9B chat-template token/feature mismatch." + "reason": "Both are video/multimodal, but they affect different models and different failure points (processing ValueError vs chat-template token/feature mismatch)." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and a long-OCR index error in Kosmos2.5 are unrelated." + "reason": "Different regressions: processor.tokenizer/image tokenization breakage vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions output regression and RTDetrV2 differing outputs are not the same bug." + "reason": "CLIPOutput attentions assignment bug is unrelated to RTDetrV2 producing different outputs in v5." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Separate model/runtime failures: Bamba torch.compile+SDPA bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword-argument error and failure to load cjvt/sleng-bert are different tokenizer issues." + "reason": "Token construction error vs inability to load a specific model; not the same underlying tokenizer bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model/runtime bugs: Bamba SDPA compile failure vs DAC latent/forward mismatch." + "reason": "Different model families and failure modes: Bamba compile/SDPA vs DAC latent decoding mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask variable collision." + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config blocking granite_speech; different defects." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification resolution handling are unrelated." + "reason": "Different vision-tokenizer issues: LayoutLMv2 NER/padding crash vs Perceiver non-default resolution failure." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing error vs Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: void segmentation map processing vs custom trainer compute_loss signature mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both involve config loading, but the symptoms differ enough that they do not clearly point to the same underlying bug." + "reason": "Different model-specific configuration bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE-layer dropping." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges are both supported by clear tokenizer-regex/offline overlap, while the rejected pairs are generally well-justified by distinct models or mechanisms. No pull-request mergeability issue is present here." - }, - "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 }, @@ -5382,7 +5475,6 @@ "issue:39692", "issue:41720", "issue:43322", - "issue:43335", "issue:43388", "issue:43421", "issue:43540", @@ -5392,7 +5484,6 @@ "issue:43644", "issue:43716", "issue:43749", - "issue:43756", "issue:43782", "issue:43818", "issue:43825", @@ -5424,21 +5515,21 @@ "issue:45834", "issue:45987", "issue:46032", + "issue:46291", "issue:46512" ], "soft_pairs": [ - "issue:43335|issue:43756", "issue:41720|issue:44991", "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:43322|issue:45685", - "issue:43716|issue:44008", - "issue:45183|issue:45479", "issue:39692|issue:45834", + "issue:45183|issue:45479", + "issue:43716|issue:44008", "issue:43388|issue:46032", "issue:44448|issue:44671", - "issue:44186|issue:44442", "issue:43950|issue:45987", + "issue:44186|issue:44442", "issue:45584|issue:45834", "issue:43582|issue:46512", "issue:43644|issue:43749", @@ -5447,190 +5538,191 @@ "issue:43606|issue:45072", "issue:44479|issue:45834", "issue:43577|issue:43818", - "issue:43540|issue:45381", "issue:44805|issue:44936", + "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:43825|issue:43994", - "issue:43421|issue:44811" + "issue:43421|issue:44811", + "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "ef18b38deb91f4ab5c3a270e71931b4e402e75e6d25b5a9ce355529ff5b43885", + "prepared_review_unit_hash": "b82f53cd0b2b34f1077e5d81949358a83e43aff0c4dfea4c4f22d8ceb81013f2", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35608, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "serialized_chars": 35014, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-, tokenizer-, video-, and training-path bugs. None of the soft pairs look like true duplicates on the evidence provided, so all soft edges are rejected.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43950 is the strongest representative because it describes a concrete, regression-style core loading bug in from_pretrained with non-persistent buffers, which is broader and more precise than the other loading-related reports.", + "summary": "The cluster is mostly heterogeneous; the suggested soft pairs are similar only at a broad subsystem level and should not be merged as duplicates. I\u2019d anchor the cluster on the non-persistent-buffer loading regression, but only as the best representative issue, not as evidence that the items are the same bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest, most self-contained regression report: it names the concrete loading path (`from_pretrained`) and the specific failure mode (non-persistent buffer corruption).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best single issue to anchor this noisy cluster: it is specific, regression-oriented, and tied to a fundamental model-loading code path that plausibly relates to nearby buffer/loading reports.", + "best_issue_reason": "issue:43950 is the strongest representative issue because it is precise, actionable, and describes a focused runtime regression rather than a vague symptom or documentation/model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Different bugs: sparse-layer creation for SwitchTransformers config vs RoPE-layer truncation in Smollm3." - }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: auto device-map CUDA assert on Qwen3 vs tokenizer loading for a roberta model." + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different failure modes and code paths: offline hub call vs missing backend_tokenizer attribute." + "reason": "Both involve Mistral regex patching, but the bugs differ: offline `model_info()` access vs `backend_tokenizer` attribute crash." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and errors: AutoImageProcessor URL loading vs template compilation TypeError." + "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template compilation TypeError." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different model/device-path problems: Llava Next loading segfault vs MPS int histogram support in moe." + "reason": "Different subsystems and symptoms: Llava-Next model load segfault vs MPS histogram op not implemented for Int." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs a Gemma 3n variable-name collision." + "reason": "Different tasks and models: SigLIP2 docs example errors vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation/XOR error-message bug vs a degenerate zero-loss classification bug; not the same defect." + "reason": "One is input validation/XOR messaging for inputs_embeds, the other is a sequence-classification loss bug." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different models and failures: SigLIP2 doc/quantization issues vs Kosmos2.5 long-ocr index error." + "reason": "Different model families and code paths: BLIP2 dtype propagation vs Gemma 3n variable collision in forward()." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different logic: metric gathering drops tuple labels in the last batch vs Mamba2 use_cache corruption." + "reason": "Different training/runtime bugs: last-batch metric gathering vs Mamba2 use_cache correctness." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but for different models and likely different bugs." + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer crash on NER/padding vs AutoTokenizer load failure for a different tokenizer class." + "reason": "Both touch loading/state, but one is buffer corruption on load and the other is a cache length return-type contract bug." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both touch loading/cache semantics, but one corrupts non-persistent buffers while the other returns the wrong type from a cache length API." + "reason": "Tokenizer crashes vs AutoTokenizer loading failure; no evidence they share the same root cause." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR indexing." + "reason": "Different models and failure modes: Whisper empty transcription handling vs Kosmos2.5 OCR index error." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different dtype-related issues: Apple Silicon warmup TypeError vs config.dtype going stale after from_config." + "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Related to loading, but not the same bug: junk-filled buffers in v5 vs FSDP CPU RAM-efficient loading breakage." + "reason": "Both are loading/efficiency related, but one is non-persistent buffer junk and the other is FSDP CPU RAM-efficient loading." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion vs documentation still mentioning removed pipeline tasks; different change types." + "reason": "RoPE implementation discussion is unrelated to documentation still mentioning removed pipeline tasks." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice_preset issue vs unrelated GenerationMixin import error." + "reason": "Bark voice preset behavior and GenerationMixin import failure are unrelated bugs." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different model/offload paths: Bark CPU-offload mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper." + "reason": "Different models and different runtime mismatches: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different video/OCR regressions in different models; not the same underlying defect." + "reason": "Different model families and failures: Qwen video-input regression vs Kosmos2.5 OCR indexing." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different multimodal models and failures: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/weight sharing." + "reason": "BLIP2 dtype mismatch is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen video issues, but they describe different failure modes and model versions." + "reason": "Mask shape IndexError in model code vs trainer.evaluate() failing after train() are not the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Shape-mismatch IndexError vs trainer.evaluate() failing after train(); no shared underlying bug." + "reason": "Both concern video inputs, but the titles point to different models and different defects (ValueError vs incorrect vision_position_ids)." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation failure; different code paths." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline docs/error-message regression vs nonsensical SigLIP2 outputs; different issues." + "reason": "Pipeline task deprecation messaging is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer backend post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import breaking on a kernels package version requirement." } ] }, @@ -5660,6 +5752,7 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43329", "issue:43526", "issue:43577", "issue:43582", @@ -5682,7 +5775,6 @@ "issue:44671", "issue:44857", "issue:44912", - "issue:44991", "issue:45003", "issue:45020", "issue:45042", @@ -5693,18 +5785,17 @@ "issue:45372", "issue:45406", "issue:45538", + "issue:45600", "issue:45701", "issue:45987", "issue:46192", "issue:46209", "issue:46285", - "issue:46291", "issue:46294", "issue:46326", "issue:46463" ], "soft_pairs": [ - "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", "issue:44610|issue:45072", @@ -5729,14 +5820,15 @@ "issue:44589|issue:45042", "issue:44060|issue:44368", "issue:43906|issue:46209", - "issue:45372|issue:46326" + "issue:45372|issue:46326", + "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "b4220490c2fc99a2d05dc602226fe7e9ea60dbe88f2ee375e417eecfdb19ea3b", + "prepared_review_unit_hash": "3a8fa1c7a9fb07d1015ffe43dbbd0b0dae075c37845a03e8ce9045fb62d4948b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -5744,153 +5836,147 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35795, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct Transformers regressions or compatibility bugs, not true duplicates. The best representative issue is a broad version-regression report, but it does not actually subsume the whole set.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-like report in the set, so it is the least bad canonical issue choice for this noisy cluster.", + "summary": "This cluster is not a true duplicate set: the items span unrelated tokenizer, model-loading, multimodal, dtype, CI, and docs issues. None of the soft links are strong enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to unrelated bugs, so there is no safe duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most generally phrased and broadly representative issue, though the cluster is too mixed for any single issue to fit well.", + "best_issue_reason": "No issue is a good global representative; the broadest titles are too vague to anchor the cluster reliably.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer loading failure and pipeline import failure are different code paths and different underlying bugs." - }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "These report unrelated failures: Qwen video chat templating vs T5 decoder input validation." + "reason": "Different code paths: Qwen3.5-VL video chat-template mismatch vs T5 decoder input validation. Not the same bug." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code regressions, but one is a specific v5 API removal breakage and the other is a broad umbrella report; not the same concrete bug." + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broad regression report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet processor image-size mismatch and bfloat16 dtype mismatch are unrelated issues." + "reason": "Different failures: OmDet-Turbo image-size mismatch vs bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated." + "reason": "Blip2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and bfloat16 inference dtype mismatches are different problems." + "reason": "BitNet packed-weight loading and generic bf16 dtype mismatch are different concrete problems." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + "reason": "Tokenizer added-token spacing and slow/fast tokenizer inconsistency may overlap, but the titles do not indicate the same exact bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "A cache sequence-length type mismatch is unrelated to silently ignored return_tensors handling." + "reason": "StaticCache sequence-length return type and return_tensors being ignored are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect error message, the other is stale documentation; same theme but not the same bug." + "reason": "Both relate to pipeline v5 removals, but one is a misleading error message and the other is stale docs references." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "These are distinct loading issues with different failure modes and APIs." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized errors are different loading-path issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM output regression and a general tokenization-change report are not the same concrete bug." + "reason": "CamemBERT MLM regression and general tokenization changes are not the same underlying defect." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend-install packaging and Mistral regex patch crashes are unrelated." + "reason": "Missing TensorFlow backend from pip extras is unrelated to a Mistral tokenizer regex crash." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are different model bugs." + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling are separate bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime issues." + "reason": "AppleSilicon TypeError in warmup code and LwDetr float16 AMP crash are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated subsystems." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC STE mismatch are different code paths." + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP class structure inconsistency are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization loading fallback are different issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 differing outputs are different issues." + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 v5 output drift are not the same code-path problem." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key loading error and broad remote_code breakage are not the same concrete failure." + "reason": "MobileLLM-125M key error and broad remote_code regressions are not the same bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer backend patching and Gemma4Processor missing _tokenizer are different AttributeErrors." + "reason": "Tokenizer backend_tokenizer crash and Gemma4Processor missing _tokenizer are different processor-loading failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max-length bug are unrelated." + "reason": "Template-node compilation error and CLIPTokenizer model_max_length bug are unrelated." }, { "left": "issue:44589", @@ -5902,19 +5988,25 @@ "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "These are different tied-weights warning reports in different model/use-case contexts." + "reason": "Both involve tied-weights warnings, but they describe different models and different warning conditions." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of one issue and an FP8 B200 inference failure are unrelated." + "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "ReasoningEffort import failure and continue_final_message behavior are different mistral_common issues." + "reason": "Both involve mistral_common, but one is an import error during Gemma4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config reference are unrelated." } ] }, @@ -5980,7 +6072,6 @@ "issue:44991", "issue:45042", "issue:45459", - "issue:45600", "issue:45759", "issue:45803", "issue:46291", @@ -5988,27 +6079,26 @@ "issue:46424" ], "soft_pairs": [ - "issue:43329|issue:45600", "issue:43526|issue:44554", "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:43550|issue:44912", "issue:36010|issue:43645", - "issue:43819|issue:43927", - "issue:43257|issue:43329", "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", "issue:42175|issue:46291", "issue:43531|issue:45042", - "issue:43720|issue:44610", "issue:43746|issue:44811", "issue:38175|issue:44610", + "issue:43720|issue:44610", "issue:44387|issue:44617", "issue:39692|issue:44912", "issue:43854|issue:44977", "issue:42490|issue:43257", "issue:46421|issue:46424", - "issue:45459|issue:45803", "issue:43262|issue:44811", + "issue:45459|issue:45803", "issue:43643|issue:45759", "issue:43650|issue:43906", "issue:43257|issue:43696", @@ -6018,208 +6108,196 @@ "issue:42915|issue:43742", "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "9079262610ef619d30fa57a5635ebd148de75f6b559dea979bada80974add4dc", + "prepared_review_unit_hash": "55db6f3420614359054be37b8a50ac583fac1b3d661ece7d54d68b9fb0d462fe", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36619, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate set is highly heterogeneous: the soft-similarity links are false positives across different subsystems, bug types, and model families. No duplicate cluster emerges.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: these items span unrelated bugs (loading, quantization, multimodal/video processing, training, packaging, and docs). If forced to pick a representative, issue 43329 is the most concrete code-path bug report, but it is not a duplicate anchor for the rest.", + "summary": "These items are mostly unrelated issue reports across different Transformers subsystems. I found no convincing duplicate groups; the closest pairs are only topical overlaps (cache, video, loading, quantization) but they do not appear to be the same concrete bug or fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46421 is the cleanest, most actionable open report in the set: it has a specific symptom (spurious recompilation with chunked prefill) and a focused likely fix path, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest standalone issue report because it clearly identifies a specific bug, affected path, and suspected root cause. Still, the overall set is not cohesive enough to treat it as a true duplicate cluster representative.", + "best_issue_reason": "issue:46421 is the best representative issue because it is concrete, reproducible, and narrowly scoped; unlike the others, it is not just a vague regression or a model-specific loading complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Different problems: multimodal token counting/video branch bug vs stale auto_mappings config references." - }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs MPS attention correctness." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs an MPS attention correctness issue in a different code path." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Different loading failures: gguf_file handling vs tokenizer loading for a specific model." + "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer-loading regression for a specific model; not the same fix." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer/runtime bugs: deepspeed zero3 index error vs evaluate-after-train failure." + "reason": "Distinct trainer failures: Deepspeed ZeRO-3 index error versus evaluate-after-train state handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different features and models: torch.compile SDPA bug in Bamba vs MXFP4 quantization fallback in git-oss." + "reason": "Unrelated models and code paths: Bamba torch.compile/SDPA vs git-oss MXFP4 quantization fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization in Transformers 5.0." + "reason": "Import path breakage for GenerationMixin is not the same as the Jupyter custom-model initialization problem." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Different model bugs: DAC.from_latents STE mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "ImportError for GenerationMixin and a compute_loss signature mismatch are unrelated bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Accelerate/deepspeed weight-conversion issue is separate from the video multimodal token-counting bug." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is separate from multimodal token counting in the video branch." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Import path regression vs CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Different issues: DAC latent reconstruction mismatch vs DiaConfig save/load losing token IDs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging dependency mismatch in torch extras vs kernels version/revision requirement are different failures." + "reason": "Package/backend dependency problem and kernels version/revision requirement are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend processors requiring torchvision." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading issue vs Whisper batch_decode skip_special_tokens bug are different code paths." + "reason": "Local PEFT checkpoint loading and Whisper batch_decode option handling affect different components and fixes." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probabilities problem is unrelated to OmDet-Turbo 640px/224px input mismatch." + "reason": "Both are vision-related, but one is zero probabilities on SigLIP2 and the other is an OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo resolution mismatch are different bugs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 reserved-memory regression and the other is a Sam3Video memory issue." + "reason": "Both mention OOM, but one is an int4 quantization regression and the other is a model-specific memory exhaustion report." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors are not the same as MXFP4 quantization loading fallback." + "reason": "Documentation-example errors with SigLIP2 are not the same as git-oss MXFP4 quantization fallback." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 flash-attention generation bug are different models and failures." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." + "reason": "Local-path warning on load and Qwen3 MoE accelerate/deepspeed loading are different issues." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length honoring; not the same bug." + "reason": "Related cache area, but one is lazy initialization causing recompilation while the other is max_cache_length being honored only for quantized cache; not the same bug." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Exception-handling bugs in different utilities: protobuf decode-error masking vs bare except in Fuyu tensor conversion." + "reason": "Audio chat-template sample-rate default and Whisper decode special-token handling are separate processor behaviors." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token handling." + "reason": "Both involve exception handling, but they are different functions, different swallowed errors, and different fixes." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and text_config unwrapping in multimodal configs are distinct config-loading bugs." + "reason": "trust_remote_code config field loss and AutoModelForCausalLM.from_config text_config unwrapping are different stages of model loading." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The first issue is too vague to match the isolated reproduction of a different bug." + "reason": "No substantive overlap; one is a placeholder title and the other is a reproduction of a different issue." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion issue is unrelated to GPT-oss CUDA OOM." + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are unrelated." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video paths, but one is undefined names in multimodal token counting while the other is a broad video-input regression across models." + "reason": "Both are video-related regressions, but one is undefined names in multimodal token counting and the other is a broader Qwen video-input regression; not enough to treat as the same concrete bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting with undefined variables is a different bug from batched video processor shape handling." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3 MOE loading/accelerate issue is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Video token counting undefined helpers and batched video processor shape errors are different failure modes." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure and MobileLLM key error are different model-loading problems." + "reason": "Qwen3 MoE FineGrainedFP8Config failure and MobileLLM key error are unrelated loading bugs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different components." + "reason": "lm_head weight tying causing garbage text and Blip2 dtype staying float32 are separate model-loading/initialization problems." } ] }, @@ -6295,8 +6373,8 @@ "soft_pairs": [ "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:42915|issue:44821", "issue:43606|issue:45859", + "issue:42915|issue:44821", "issue:34567|issue:40990", "issue:43525|issue:46291", "issue:29159|issue:34567", @@ -6307,30 +6385,30 @@ "issue:43404|issue:45127", "issue:43697|issue:45357", "issue:43425|issue:46291", - "issue:42175|issue:43824", "issue:43577|issue:46512", + "issue:42175|issue:43824", "issue:28282|issue:34689", "issue:45137|issue:45405", - "issue:43317|issue:45538", "issue:43452|issue:43582", - "issue:44849|issue:45701", "issue:33357|issue:34567", - "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43317|issue:45538", "issue:43742|issue:44291", - "issue:41720|issue:43540", + "issue:44062|issue:44991", "issue:28282|issue:29127", - "issue:43540|issue:44560", + "issue:41720|issue:43540", "issue:44479|issue:45381", + "issue:43540|issue:44560", "issue:43540|issue:44479", "issue:42915|issue:43749", "issue:24643|issue:29159" ], - "prepared_review_unit_hash": "86b3c3a289271bbcdbae446fa753147b5246cde78c2e509265fe1d79dd587e66", + "prepared_review_unit_hash": "dd7490b13e6a4c9f6281004a34fdde7571abe74f3cc7ae7c22f0dfef678baac2", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -6347,204 +6425,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated Transformers issues that only share broad subsystem keywords (tokenizer, offload, vision, dtype, loading). I found one credible duplicate pair around the Qwen video-input regression; the rest should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:44479 is the best canonical issue for the only strong duplicate subgroup: it is the broad regression report, while 45381 is a narrower symptom for qwen2.5-vl video inputs.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across loading, tokenization, video, dtype, and backend/dependency handling. Only one soft edge looks like a likely true duplicate/same fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.29, + "canonical_issue_reason": "If a single representative is needed, issue 45701 is the broadest user-facing regression about tokenization changes and can absorb the most nearby tokenizer-related reports. That said, the cluster is not a clean duplicate set overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44479 is the strongest representative issue overall because it captures the broader Qwen video-input regression that also explains the narrower 45381 report.", + "best_issue_reason": "Issue 45701 is the best overall representative because it is broad, still open, and framed as a version-driven tokenization regression rather than a one-off model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different problems: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo/OOM." + "reason": "Both mention loading/memory, but one is FSDP CPU RAM efficient loading and the other is an Apple/Strix Halo mmap OOM issue; different failure modes and code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated bugs: init_empty_weights argument handling vs PIL backend torchvision dependency." + "reason": "One is about init_empty_weights passing an unexpected model init argument; the other is image processors incorrectly requiring torchvision. Not the same bug." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different model/config bug vs image processor URL loading failure." + "reason": "Both involve CPU offload, but they are different models and different symptoms; no evidence they share one concrete fixable code path." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both mention CPU offload, but they are different model-specific failures and not the same code-path bug." + "reason": "FineGrainedFP8Config model loading failure and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting bug vs perplexity regression on a model/eval setup." + "reason": "Trainer token counting not updating is unrelated to perplexity on a specific model/dataset." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different areas: config attribute missing vs pipelines import failure with kernels versioning." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package import/version requirements." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but they describe different regressions and different models/code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different causes; too broad to treat as the same fix." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model on 5.1+ is unrelated to CLIPTokenizer max_length behavior." + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token IDs persistence is unrelated to MXFP4 quantization fallback." + "reason": "Config save/load token ID loss and MXFP4 quantization fallback are separate model-loading issues." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model configuration bugs with no shared underlying failure." + "reason": "FP8 model loading and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings, but one is a Mistral3 model weight-tie bug and the other is LoRA merge with extended vocabulary." + "reason": "Both touch tied embeddings, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse with extended vocab; not the same concrete bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift is unrelated to Qwen3.5 save_pretrained visual key regression." + "reason": "RTDetr output regression and Qwen3.5 save_pretrained key handling are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility is unrelated to kernels import requirements." + "reason": "Torch version incompatibility and kernels import requirements are different dependency problems." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Backend packaging issue vs missing Qwen2_5_VL symbol import." + "reason": "One is tensors staying float32 when loading BLIP2; the other is config.dtype remaining stale after from_config. Similar theme, but not the same bug." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both involve dtype/state propagation, but one is a Blip2 submodule dtype bug and the other is stale config dtype from from_config." + "reason": "Tensorflow missing from a pip extra and a missing exported Qwen model class are unrelated packaging/import issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import is unrelated to a specific model-loading regression." + "reason": "A missing PyTorch dependency error is not the same as a Llama 3.2 model loading regression." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure is unrelated to PEFT version pinning." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max_length." + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading and Apple Silicon allocator warmup are separate bugs." + "reason": "gguf_file loading breakage and AppleSilicon caching allocator TypeError are unrelated code paths." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression is unrelated to generic tokenization changes." + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "MacOS bus error with CLIP model is unrelated to TrainerState token tracking." + "reason": "Qwen3.5 output_hidden_states regression and version-driven tokenization changes are different bugs." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Both are tokenizer load failures, but they do not point to the same underlying defect." + "reason": "Device-map offload loading failure and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading errors: a missing model key vs unexpected init_empty_weights argument." + "reason": "Missing key when loading MobileLLM-125M and init_empty_weights argument handling are not the same issue." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3OmniMoe video-input validation." + "reason": "Both concern tokenizers, but one is an AddedToken keyword collision and the other is a tokenizer loading regression for a specific model; too different to merge." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for PyTorch is unrelated to LayoutLMv3 error-message clarity." + "reason": "A missing PyTorch dependency error and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are video-input issues, but they affect different models and different failure modes." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video input processing are different failure modes." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "These describe the same Qwen2.5-VL video-input regression; 45381 is a narrower symptom of the broader 44479 report." + "reason": "These both describe the Qwen2.5-VL video-input regression around incorrect video position/vision_position_ids handling and appear to be the same underlying bug." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Loading a model on transformers>=5.1.0 is unrelated to CLIPTokenizer max_length handling." + "reason": "Both are video-input errors, but they affect different model families and exceptions; not enough evidence of one shared fix." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen video-input regression are different bugs and model paths." + "reason": "FineGrainedFP8Config model failure and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the lone accepted duplicate pair (44479/45381) is supported by the issue titles and context. The remaining soft-edge verdicts are conservative and do not overclaim duplicate status." + "feedback": "The summary is well grounded in the packet and stays conservative. The cluster is indeed heterogeneous, the chosen representative issue 45701 is a reasonable broad canonical tokenization regression, and the one accepted soft edge (44479/45381) looks plausibly like the same Qwen video-input bug. The remaining soft edges are appropriately rejected without overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -6616,20 +6688,20 @@ "soft_pairs": [ "issue:44987|issue:45907", "issue:42175|issue:44488", - "issue:44568|issue:45488", "issue:38175|issue:44898", + "issue:44568|issue:45488", "issue:44291|issue:44821", "issue:43493|issue:43994", "issue:44737|issue:46463", "issue:27957|issue:28282", "issue:34567|issue:36331", - "issue:43257|issue:43756", "issue:43577|issue:45072", + "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:44792|issue:44964", - "issue:43906|issue:46468", "issue:45042|issue:45081", "issue:43742|issue:44589", + "issue:43906|issue:46468", "issue:44568|issue:46491", "issue:44737|issue:45588", "issue:43756|issue:46399", @@ -6643,12 +6715,12 @@ "issue:42796|issue:43906", "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "a8b93ba5a9f3b9e5b14e515cf8f6d55b8fe38ddb96663a552d110e0ab0886597", + "prepared_review_unit_hash": "89e4d357e413186a09346751394aecbaf2ba32bba617efc93f9064270c64531b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -6656,7 +6728,7 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35932, + "serialized_chars": 35930, "estimated_input_tokens": 8983, "estimated_eval_tokens": 18222 }, @@ -6665,180 +6737,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like the same underlying bug or change; the set is a grab bag of unrelated model, tokenizer, training, and CI regressions. There are no PRs in the input, so PR deduplication is not applicable.", - "confidence": 0.91, + "summary": "This cluster is a broad mix of unrelated Transformers bug reports, mostly around tokenizers, model loading, and model-specific regressions. I do not see a single underlying duplicate bug spanning the set, so no canonical issue/PR emerges from this cluster.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone report: it describes a broad, concrete v5 regression with multiple affected models and active corroboration, so it is the most suitable anchor if one issue must be picked.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Both mention repo/file listing and broken CI, but one is about loading a model under transformers>=5.1.0 while the other is specifically about forwarding revision in list_repo_files; different code paths and fixes." + "reason": "Different surfaces: model loading regression vs hub API/CI forwarding bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "One is about pip extras omitting TensorFlow backend, the other about a specific model failing to load; same package area, but not the same bug." + "reason": "Unrelated problems: package backend extras vs failure to load a specific model." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Both involve tokenizer behavior regressions, but one is about add_special_tokens not adding BOS/EOS and the other about LlamaTokenizer overriding ByteLevel pre-tokenization; different concrete defects." + "reason": "Different models and symptoms; both vision bugs, but not the same code-path issue." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both are SigLIP-related image-model bugs, but one reports zero probabilities in a specific checkpoint while the other is a Perceiver image-classification failure with interpolate_pos_encoding; not the same failure mode." + "reason": "Separate tokenizer regressions affecting different tokenizer implementations and behaviors." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "These are different initialization/loading errors: one is init_empty_weights passing an unexpected argument, the other is loading AutoImageProcessor from URL." + "reason": "Different failure modes: init_empty_weights argument handling vs loading an image processor from URL." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2 discrepancies, but one is an HF-vs-JAX numerical mismatch and the other is nonsensical outputs through AutoModel/pipeline; related model family, but not clearly one bug." + "reason": "Same model family, but one is HF-vs-JAX discrepancy and the other is nonsensical outputs; not clearly the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "One is an XLNet device-placement performance bug, the other is an incorrect T5 decoder-input validation error message; unrelated code paths." + "reason": "Completely different components: XLNet positional encoding vs T5 decoder input validation messaging." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Different problems entirely: Flash Attention 2 support for XLM-Roberta versus missing PyTorch environment detection for AutoModel." + "reason": "One is Flash Attention support for XLM-Roberta; the other is an AutoModel PyTorch import error." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting not updating is unrelated to CustomTrainer.compute_loss() receiving an unexpected num_items_in_batch argument." + "reason": "Both trainer-related, but one is token accounting and the other is a compute_loss signature break." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both are model-specific loading/architecture issues, but one is Qwen3 MoE weight conversion with accelerate+deepspeed and the other is Smollm3 RoPE-layer dropping; different mechanisms." + "reason": "Both dtype-related, but they affect different model paths and likely different bugs." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both mention dtype, but one is a Blip2 loading dtype propagation bug and the other is a CI bfloat16 mismatch in SwitchTransformers/TimmWrapperModel; not the same defect." + "reason": "Different model-specific issues: MoE weight conversion vs RoPE layer dropping." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: AddedToken keyword collision versus Mistral regex patch crashing on a backend_tokenizer attribute check." + "reason": "Both tokenizer internals, but the specific exceptions and code paths are different." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "One is a failed janus image-generation test, the other is a model-loading regression for Phi-4 multimodal; no shared underlying bug shown." - }, - { - "left": "issue:43906", - "right": "issue:46468", - "accept": false, - "reason": "The first is an isolated reproduction of an earlier issue, while the second is a broken official Nemotron example; too little evidence they are the same bug." + "reason": "Different multimodal models and different failures; not the same underlying bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different issues in different tokenizer/image-processing layers: PIL backend image processors requiring torchvision versus a Mistral regex crash." + "reason": "Image processor torchvision dependency issue vs Mistral regex patch crash are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are loading-related TypeErrors, but one is a MobileLLM key error and the other is a missing Float8 storage type; different root causes." + "reason": "Both are load-time errors, but they stem from different model/storage problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug beyond both being isolated model reports." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion in mdeberta-v3 and the other is CodeLlama round-trip whitespace loss; not the same bug." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs encode-decode spacing loss." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement and flash_attention.py crashing on s_aux=None are unrelated implementation bugs." + "reason": "Unrelated code paths: XLNet CPU tensor creation vs flash_attention sink handling." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 use_kernels/apply_rotary_pos_emb registration are distinct model issues." + "reason": "Both mention rotary embeddings, but the bugs are different: missing RoPE layers vs kernel registration crash." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch rotary/position logic, but one is about missing RoPE layers in Smollm3 and the other about still-image temporal position scaling in Qwen2.5-VL; different models and behaviors." + "reason": "Different Qwen family issues and different RoPE-related defects." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to StaticCache.get_seq_length() returning a tensor instead of an int." + "reason": "Unrelated: tied weights in a multimodal generation model vs StaticCache return type contract." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to image processor loading from URL." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is a BEiTImageProcessorFast label-reduction bug, the other is a sequence-classification loss degeneracy across several models; different code paths." + "reason": "Both involve labels, but one is an image processor reduction bug and the other is a sequence-classification loss issue." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward and T5 decoder-input validation messaging are distinct bugs." + "reason": "Device-map forward mismatch vs T5 decoder validation messaging are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading is not the same as the sleng-bert load failure." + "reason": "Different loading failures: gguf_file handling vs a model load regression for a specific checkpoint." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Both caused CI breakage, but one is a version pin problem and the other is stale auto_mappings references; separate fixes and failure modes." + "reason": "Package version pinning issue vs stale auto_mappings references; no shared underlying bug." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same underlying defect." + "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-encoder key regression is a serialization bug, while 45920 is an AutoTokenizer token-ID regression across many models; different surfaces and fixes." + "reason": "Different regressions: save_pretrained key serialization vs incorrect token IDs from AutoTokenizer." } ] }, @@ -6913,8 +6985,8 @@ "soft_pairs": [ "issue:44625|issue:44877", "issue:44913|issue:46121", - "issue:43697|issue:45216", "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:24643|issue:29127", "issue:41762|issue:44936", @@ -6924,13 +6996,13 @@ "issue:28282|issue:33357", "issue:44466|issue:45005", "issue:43452|issue:44843", - "issue:43688|issue:43749", "issue:43819|issue:44811", "issue:44936|issue:45823", - "issue:44361|issue:44442", + "issue:43688|issue:43749", "issue:38175|issue:43295", - "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:45372|issue:46170", + "issue:43653|issue:44361", "issue:45542|issue:46178", "issue:42898|issue:46491", "issue:43452|issue:43577", @@ -6938,12 +7010,12 @@ "issue:43295|issue:45356", "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "c94f0e3446502de7c538f47d060f6ede419926e169ca3923afa80375d53b2b35", + "prepared_review_unit_hash": "4f5e4092e63c53b817a4258648bed41d7e6cc38ca570f46b76a4f6e89184a449", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -6951,184 +7023,187 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35311, - "estimated_input_tokens": 8828, - "estimated_eval_tokens": 17912 + "serialized_chars": 35305, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the soft-similarity pairs mostly share broad themes like tokenizers, configs, or loading, but they do not appear to be the same underlying bug/change. I would not merge any of the proposed soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44466 is the most concrete and broadly representative report in this set: a reproducible v5 tied-weights serialization regression centered on a core save/load path.", + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate family around tied-weights serialization on v5. I accepted only the 44466/45005 pair; the rest are superficial title similarity across unrelated bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report in the only likely duplicate family (tied-weights serialization / lm_head weight handling in v5), and it can subsume the more specific 44466 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest cluster representative because it is specific, regression-oriented, and tied to a central model serialization path that is easy to understand and validate.", + "best_issue_reason": "issue:45005 is the best cluster representative because it captures the shared tied-weights regression at a higher level than the more device-specific lm_head serialization report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but one is missing num_labels propagation and the other is strict loading blocking granite_speech; different model families and failure modes." + "reason": "Different problems: Qwen3.5 num_labels propagation vs granite_speech config loading under strict validation." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve rope/config handling, but one is silent config reload drift and the other is a TypeError in rope validation for JSON-loaded lists; not the same bug." + "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope validation rejecting a JSON-loaded list." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different models, different code paths, and different symptoms: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to Perceiver resolution/interpolation failure." + "reason": "Different models and code paths: RTDetrV2 output drift vs Qwen3.5 checkpoint save correctness." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention config field loss, but one is AutoConfig with trust_remote_code and the other is a Qwen vision config field dropped by strict loading; not the same underlying bug." + "reason": "Both are config-related, but one is generic AutoConfig trust_remote_code field loss and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different bugs: DeepSpeed training weight shape error vs LayoutLMv3 box validation message clarity." + "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not the same bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() after train; different failure sites." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 text-only fine-tuning defaults and T5 decoder-input error messaging are different issues." + "reason": "Gemma 4 multimodal token-type defaulting vs T5 decoder input validation messaging; unrelated bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "AutoModel missing PyTorch import is unrelated to NoneType broadcast errors in Trainer/DeepSpeed." + "reason": "Import-time PyTorch missing dependency vs trainer GPU broadcast NoneType error; different environments and code paths." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantized save/load corruption are distinct bugs." + "reason": "Unexpected position-id keys vs quantized sinq save/load corruption; different serialization issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch import failure and MacOS bus error in CLIP loading are unrelated." + "reason": "Missing PyTorch import error vs macOS CLIP bus error; unrelated." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both touch tied weights, but 44466 is a specific device-dependent serialization regression while 45005 is a broader translation-model report; not clearly the same concrete bug." + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression in v5, with 45005 providing the broader translation-model context and 44466 the device-specific symptom." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are from AutoTokenizer/from_pretrained paths, but one is gguf_file handling and the other is mistral regex offline behavior; different root causes." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Both involve model loading, but one is gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode mistral regex patch regression." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." + "reason": "Different audio-model bugs: DAC.from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 device_map forward mismatch are unrelated." + "reason": "Trainer lifecycle failure vs Gemma4 device_map='auto' device mismatch during forward; not the same issue." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer classes and errors; no shared underlying bug is evident." + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + "reason": "SIGLIP2 zero-probabilities issue vs processor/tokenizer API regression in v4.57.5; different bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and MLukeTokenizer AttributeError are different tokenizer issues." + "reason": "Tokenizer failures, but on different models and failure modes: MLuke AttributeError vs FastSpeech2Conformer load failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure and Windows ROCm/torch.distributed dependency issues are unrelated." + "reason": "Gemma 4 processor import dependency issue vs Windows ROCm torch.distributed dependency problem; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke tokenizer AttributeError; different tokenizer defects." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/import errors, but one is TensorBoard-without-TensorFlow and the other is tensorflow_text missing from BACKENDS_MAPPING; different fixes." + "reason": "Both touch optional TF backends, but one is missing TensorFlow detection with tensorboard-only installs and the other is an unmapped tensorflow_text backend; not the same code path." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "General v5 clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." + "reason": "Generic clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; different tokenizer semantics." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failure and Blip2 dtype propagation are unrelated." + "reason": "gguf_file loading regression vs Blip2 dtype not propagating to qformer; unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video vision_position_ids correctness; different bugs." + "reason": "Different Qwen2.5-VL bugs: batched chat-template crash with padding=False vs wrong vision_position_ids for video input." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex warning issues are different underlying problems." + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer access/images-to-tokenizer regression and the other is Kimi-K2.5 codec handling plus mistral regex warning behavior." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM key-error loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM key error on load; different model-specific issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet: the only accepted pair, 44466/45005, is a plausible same-bug family around v5 tied-weights/lm_head serialization, and the representative choice is reasonable. The remaining soft-edge rejections are conservative and do not overstate equivalence across different models, subsystems, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7191,7 +7266,7 @@ "issue:45704", "issue:46002", "issue:46050", - "issue:46365", + "issue:46209", "issue:46402" ], "soft_pairs": [ @@ -7200,8 +7275,8 @@ "issue:44464|issue:44743", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:44843|issue:44991", "issue:29159|issue:33357", + "issue:44843|issue:44991", "issue:43688|issue:45704", "issue:43756|issue:46402", "issue:43653|issue:43927", @@ -7212,28 +7287,28 @@ "issue:45491|issue:46002", "issue:43550|issue:44361", "issue:44464|issue:44977", - "issue:43742|issue:44821", "issue:33666|issue:36010", + "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:32090|issue:33666", - "issue:43643|issue:44561", "issue:44514|issue:45290", "issue:44466|issue:46050", - "issue:43504|issue:43550", + "issue:43643|issue:44561", "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:43577|issue:44554", "issue:43504|issue:44610", - "issue:43720|issue:43927", "issue:43262|issue:43295", + "issue:43720|issue:43927", "issue:33666|issue:36331", - "issue:44554|issue:46365" + "issue:44977|issue:46209" ], - "prepared_review_unit_hash": "d22cde64dbde65e4c96d42ea35e883f86ab37cb9afdcb09b851ed00dc484c7d9", + "prepared_review_unit_hash": "61fcfb1cbeb1e55499f6e46b032f993e2e92cbbaa42620469033690e68c123d8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -7241,213 +7316,213 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37422, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct bug reports spanning tokenization, model loading, generation, processor behavior, and training/runtime regressions. Under a strict duplicate standard, none of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 43646 is the best broad representative: it describes a high-level Transformers 5.0 regression in custom model initialization, which is the closest umbrella for several of the version-breakage reports here.", + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, loading, generation, multimodal processing, and training. None of the soft edges are close enough to treat as duplicates or a shared fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated bugs across tokenizers, model loading, generation, multimodal processing, and training.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most canonical because it is broad, version-centric, and aligns with the cluster\u2019s recurring theme of v5 regressions affecting custom/loading paths.", + "best_issue_reason": "No global best issue for deduplication: there is no clear shared underlying bug across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different problems: save_pretrained shard-size behavior vs missing kwargs propagation in AutoProcessor/cached_file." + "reason": "Different APIs and failure modes: save_pretrained sharding behavior vs AutoProcessor kwargs forwarding." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Both are model issues, but one is dtype propagation in Blip2 loading and the other is output divergence in RTDetrV2; different code paths." + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Different generation paths and causes: compiled chunked generation vs Qwen3.5 recurrent-state reset." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both mention special tokens, but they are different tokenizers and different failures: mask token registration vs BOS/EOS addition." + "reason": "Both involve special tokens, but they affect different tokenizers and different behaviors." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP RAM-efficient loading are separate failure modes." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline-mode side effect in _patch_mistral_regex and the other is a model-specific tokenizer load failure." + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no shared underlying bug." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Inconsistent slow/fast tokenizer behavior is unrelated to a MacOS bus error loading a pretrained CLIP model." + "reason": "Offline model_info call in a regex patch and est-roberta tokenizer loading failure are distinct issues." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to the T5 RMSNorm memory leak." + "reason": "MoE auxiliary-loss normalization and T5 Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer count in Smollm3 and missing text-encoder weights in Sam3Model are different model-specific loading issues." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are different problems." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "Tokenizer special-token registration vs config custom token ID persistence are different bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization and remote DeepSeekV3 implementation divergence are different bugs." + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different model-math issues." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to config token-ID persistence in DiaConfig." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID loss." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization and broad tokenization changes are unrelated issues." + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization behavior." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are separate features." + "reason": "Video-input regression in VL models and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a sliding-window attention batching bug and the other is a classification-head initialization/checkout issue." + "reason": "Both mention NaNs, but in different models and different execution contexts." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError do not share a code path." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and flash-attention generation failure are different generation paths and symptoms." + "reason": "Different generation regressions in different models and subsystems." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "KeyError loading MobileLLM-125M is not the same as failing to load AutoImageProcessor from a URL." + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + "reason": "Key error loading MobileLLM and AutoImageProcessor URL loading are different loader bugs." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping is a different problem from compiled-forward chunked generation inconsistency." + "reason": "CUDA assert with auto device mapping and compiled-forward generation inconsistency are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType gpu_broadcast error and Qwen2-VL multi-GPU training are separate multi-GPU issues." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote models." + "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are different distributed-training failures." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but the trigger conditions differ materially: batched padding=False vs assistant tool-call messages with no content." + "reason": "Both hit apply_chat_template, but on different inputs and edge cases." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Inconsistent lm_head.weight serialization is not the same as quantized save/load breakage for sinq." + "reason": "Serialization of tied lm_head weights and sinq quantized save/load failure are different mechanisms." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Legacy-field model loading and torch.compile+SDPA are unrelated failures." + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is an API removal breakage." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field loading bug is distinct from accelerate failing to unpack BitNet packed weights." + "reason": "Legacy-field loading failure and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:43504", - "right": "issue:44610", + "right": "issue:43550", "accept": false, - "reason": "Loading a preset due to a legacy field is unrelated to processor output-size mismatch." + "reason": "Beit preset loading and Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and MPS attention correctness are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are different code paths." + "reason": "Model preset loading and OmDet-Turbo processor size mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regression are different processor bugs." + "reason": "Audio chat-template sample-rate default and processor.tokenizer/image-handling regression are different problems." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature breakage are unrelated." + "reason": "BitNet accelerate-loading bug and DiaConfig custom token ID loss are unrelated." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "MPS attention correctness on Apple GPUs has nothing to do with importing Trainer being affected by datasets installation." + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Blip2 dtype loading and an MPS attention correctness bug are not the same underlying issue." + "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer compute_loss signature breakage are different training issues." } ] }, @@ -7485,7 +7560,6 @@ "issue:43525", "issue:43540", "issue:43572", - "issue:43575", "issue:43606", "issue:43646", "issue:43688", @@ -7494,12 +7568,14 @@ "issue:43824", "issue:43825", "issue:43844", + "issue:43873", "issue:43927", "issue:43994", "issue:44361", "issue:44451", "issue:44466", "issue:44488", + "issue:44554", "issue:44568", "issue:44589", "issue:44625", @@ -7511,268 +7587,254 @@ "issue:45405", "issue:45520", "issue:45584", - "issue:45759", "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", + "issue:46365", "issue:46489" ], "soft_pairs": [ + "issue:44554|issue:46365", "issue:43606|issue:43927", - "issue:44977|issue:46209", "issue:43525|issue:43572", "issue:43452|issue:44451", - "issue:43278|issue:43688", - "issue:43720|issue:44361", + "issue:43688|issue:43873", "issue:45823|issue:46050", "issue:43994|issue:46192", + "issue:43720|issue:44361", "issue:43493|issue:43825", - "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44964|issue:45405", "issue:44625|issue:45584", "issue:28218|issue:33357", "issue:44849|issue:46209", "issue:39692|issue:43295", + "issue:44849|issue:45357", "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:44849|issue:45357", "issue:44488|issue:44843", "issue:43646|issue:44466", - "issue:44568|issue:46489", "issue:33357|issue:33666", "issue:44589|issue:45520", + "issue:44568|issue:46489", "issue:43540|issue:44977", "issue:43257|issue:43299", "issue:44568|issue:45812", "issue:43334|issue:43572", "issue:43824|issue:44589", "issue:43927|issue:44361", - "issue:43334|issue:45759", - "issue:43278|issue:43701", - "issue:43575|issue:45405" + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "afc03e2d26b11c2b9fad4a7a5b429ea9416e377fc62a62bdc959984c9564472c", + "prepared_review_unit_hash": "af75f6a4802e4cf38f76474954b1d1779e19dcdfc8f94a625e03951ace343fb2", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports, with only superficial overlap around tokenizers, multimodal configs, or loading regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45812 is the broadest, most representative regression report in the set: it describes a concrete silent tokenizer-output break in v4\u2192v5 with multiple inbound references.", + "summary": "The cluster is mostly a set of unrelated issues with a few superficial same-area similarities (tokenizers, loading, multimodal/Qwen, v5 regressions). No soft pair looks like a true duplicate or mergeable PR pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the strongest anchor: clear, reproducible tokenizer regression, broad user impact, and the most substantial supporting references among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest single issue to anchor on because it has a clear regression description, a concrete symptom, and higher apparent impact than the other candidates.", + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, concrete, and clearly framed as a regression with external confirmation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "CPU offload device mismatch in CI is unrelated to DiaConfig token-ID loss and generation IndexError." + "reason": "Different failures: MPS attention correctness vs Trainer import blocked by datasets." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Flash-attention generation bug and FP8/B200 inference failure are different failure modes and code paths." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs/models and different attributes, so not the same bug." + "reason": "Both mention missing pad token fields, but they affect different configs and code paths." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage is unrelated to failing to load a specific BERT model checkpoint." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "dtype drift between train/eval is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Both are loading failures, but for different APIs/models and different root causes." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Packed-weight loading for BitNet and MLukeTokenizer task AttributeError are unrelated subsystems." + "reason": "Aux-loss normalization bug is unrelated to quantization/offloading behavior." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch during forward is not the same as broken quantized save/load round-tripping." + "reason": "Device mismatch during forward is not the same as quantized model save/load corruption." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong model outputs for SigLIP2 are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 inference nonsense and ignored return_tensors are separate tokenizer/pipeline issues." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are different problems." + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Multimodal model load failure is unrelated to the PEFT minimum-version bump." + "reason": "Model discrepancy is unrelated to a pipeline error message about translation support." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Doc example errors are not the same as a model-vs-JAX implementation discrepancy." + "reason": "Documentation/example errors are not the same as HF vs JAX implementation divergence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and a dependency version bump are different issues." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation failure are distinct regressions." + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer-added-space behavior is unrelated to a MacOS bus error in CLIP loading." + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are completely different problems." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure do not share the same code path." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A documentation example issue is not the same as a regression in processor.tokenizer access." + "reason": "Both involve multimodal model usage, but the bug causes and APIs differ." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 discrepancy and ZeRO-3 gradient inflation are unrelated model/training bugs." + "reason": "Hidden-states output bug is distinct from incorrect visual-encoder key serialization." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch and ZeRO-3 gradient growth are different training issues." + "reason": "SigLIP2 discrepancy is unrelated to ZeRO-3 gradient growth during training." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Hidden-states output behavior and incorrect visual-encoder key saving are different Qwen3.5 bugs." + "reason": "Embedding dtype drift in eval is not the same as abnormal gradient inflation." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Different model-load failures: one is a specific checkpoint load issue, the other is an offline-mode hub lookup bug." + "reason": "Model-loading failure for a specific checkpoint is unrelated to offline regex patch behavior." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head.weight serialization." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "These are both tokenizer issues, but they affect different tokenizers and different symptoms, so they are not clearly the same bug." + "reason": "Both are v5 regressions, but one is custom init and the other is serialization of tied weights." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution failure and flash_attn import KeyError are separate dependency/runtime problems." + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to flash-attention generation behavior in Qwen3.5." + "reason": "Video-input processing ValueError is not the same as flash-attention generation issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is missing weight conversion under accelerate/deepspeed while the other is a different dev-loading regression." + "reason": "Accelerate+deepspeed weight conversion and Qwen3VL loading are different failures." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one misses BOS/EOS insertion while the other corrupts token IDs for Granite models." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs for Granite." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id AttributeError and StableLm pad_token_idx issue are different model/config bugs." + "reason": "Similar missing-token-field symptom, but for different models/configs and loading paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated import/runtime issues." + "reason": "Importing a missing model class and a Float8 storage TypeError are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError do not share the same underlying fault." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "pad_token_id missing in Qwen3-VL text config is unrelated to from_config not unwrapping text_config for composite multimodal configs." + "reason": "Custom token IDs lost on save/load is unrelated to MLukeTokenizer task failures." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift during eval and resume_from_checkpoint key mismatch are unrelated bugs." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "TP OOM when loading Qwen2-57B is unrelated to a PyPI version pin issue." + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are separate training issues." } ] }, @@ -7803,21 +7865,21 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", "issue:42490", "issue:43065", + "issue:43334", "issue:43493", "issue:43504", "issue:43540", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", "issue:43696", "issue:43701", "issue:43844", "issue:43873", - "issue:43957", "issue:43994", "issue:44112", "issue:44291", @@ -7837,6 +7899,7 @@ "issue:45520", "issue:45584", "issue:45588", + "issue:45759", "issue:45823", "issue:46050", "issue:46121", @@ -7845,9 +7908,11 @@ "issue:46424" ], "soft_pairs": [ + "issue:43575|issue:45405", + "issue:43334|issue:45759", "issue:44464|issue:46424", - "issue:43504|issue:43606", "issue:44792|issue:45405", + "issue:43504|issue:43606", "issue:43572|issue:44291", "issue:45200|issue:45229", "issue:43606|issue:44112", @@ -7870,199 +7935,204 @@ "issue:15354|issue:38175", "issue:45406|issue:46121", "issue:43493|issue:43701", - "issue:43540|issue:45200", - "issue:37428|issue:43957" + "issue:43540|issue:45200" ], - "prepared_review_unit_hash": "1a2a9f7a3c714a39f21a422af48846b61d98707b2bd2c3faa498b1c6efe0d7e8", + "prepared_review_unit_hash": "81f3714cee8192d7a36c688af0d02f2e9fa2ba3f093c36ab66e75fc2cd07a5c9", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35311, - "estimated_input_tokens": 8828, - "estimated_eval_tokens": 17912 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate-level matches. All soft pairs should be rejected as different bugs or unrelated changes.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated regressions across loading, tokenization, serving, quantization, and CI.", + "summary": "These items are a heterogeneous mix of unrelated transformer bugs and feature issues (tokenizers, model loading, serving, attention, quantization, training, and CI). None of the soft pairs look like the same underlying defect, so there is no clear canonical issue in this set.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the issues are not duplicates and span unrelated code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 is the strongest standalone issue in the set: a clear, reproducible model-loading regression on transformers 5.+ with broad impact.", + "best_issue_reason": "No global best issue for this cluster; the proposed pairs do not share one concrete root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to cache max length handling for quantized cache." + "reason": "TP loading OOM for Qwen2-57B is unrelated to a PEFT version bump/release availability issue." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "BEiT pretrained-loading legacy field bug is unrelated to the Bark CPU offload device-mismatch bug." + "reason": "Compiled-forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus image-generation test is unrelated to a PEFT version-bump/package availability issue." + "reason": "Janus image-generation test failure is unrelated to the PEFT version check issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field BEiT loading failure and Bark CPU offload device mismatch are different root causes." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and init_empty_weights _is_hf_initialized TypeError are different loading-path regressions." + "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized init arg are distinct compatibility issues." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems." + "reason": "Defaulting mm_token_type_ids and Gemma4 multi-GPU OOM are separate problems." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Bark CPU offload mismatch and a GraniteSpeech CI test issue are unrelated." + "reason": "A real CPU offload mismatch is not the same as a stale CI test in GraniteSpeech." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key errors and CLIP text-model structure inconsistencies are not the same bug." + "reason": "Unexpected position-id keys across many models differs from CLIP text-model structure inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "A BEiT legacy-field load failure and a BigBirdTokenizer special-token registration bug are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM during multi-GPU inference and Gemma4 PLE device mismatch are distinct failure modes." + "reason": "Gemma4 OOM and Gemma4 device mismatch are different failure modes, not one bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation issues are unrelated to Whisper empty-transcription behavior after align_special_tokens." + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys affect different code paths." + "reason": "SigLIP2 nonsensical outputs are not the same as unexpected position-id key warnings." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading behavior and SQuAD/sinq save-load breakage are different issues." + "reason": "Quantization/offloading behavior and sinq save/load breakage are different code paths." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash is unrelated to quantized save/load corruption." + "reason": "flash_attention s_aux=None crash is unrelated to quantized model persistence after save_pretrained/from_pretrained." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow job reporting on failure are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 memory overflow are different issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-litetext memory overflow." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the _gpu_broadcast_one NoneType error." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation TypeError is unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "Non-template-node compile error is different from a Python 3.13 flash_attn import KeyError." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different serve bugs." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve-path failures." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing and TrainerState token-count tracking are unrelated." + "reason": "Tokenizer spacing after added token and TrainerState token counter not updating are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and flex_attention PyTorch version check are unrelated." + "reason": "MPS attention correctness with mismatched head dims is different from the AuxRequest import version check bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probabilities output." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope validation list TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope validation JSON-list handling are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and Gemma4 mm_token_type_ids handling are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-support import error and meta-device model-loading failures are separate compatibility issues." + "reason": "Qwen3OmniMoe video processing failure and mm_token_type_ids defaults are different bugs." } ] }, @@ -8135,6 +8205,7 @@ "issue:46512" ], "soft_pairs": [ + "issue:37428|issue:43957", "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:45200|issue:45823", @@ -8147,11 +8218,11 @@ "issue:43572|issue:44987", "issue:45520|issue:46178", "issue:39692|issue:46192", - "issue:43572|issue:43957", - "issue:43550|issue:43844", "issue:43450|issue:43575", + "issue:43572|issue:43957", "issue:37428|issue:43824", "issue:44554|issue:45356", + "issue:43550|issue:43844", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:42490|issue:43493", @@ -8160,206 +8231,212 @@ "issue:38175|issue:43493", "issue:43334|issue:43525", "issue:42915|issue:43824", - "issue:44792|issue:45563", "issue:43653|issue:44112", + "issue:44792|issue:45563", "issue:43452|issue:46512" ], - "prepared_review_unit_hash": "401d5d066d8dbf4175005f231c59476314b28d0ad621b8387d8412d11ac74553", + "prepared_review_unit_hash": "c83b5fe02a2467992131a10dccebe7afaa7755aa61cc5eacf68dc4a9c72825f9", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35848, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; the matches are mostly superficial overlaps in model family, tokenizer, generation, or multimodal APIs. I rejected all candidate duplicates. No PRs are present. If one issue must stand in as the representative triage anchor, issue 46192 is the cleanest and most central report.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46192 is the most central and self-contained of the similarity hits, with a narrow, reproducible input-handling regression and multiple soft links, so it is the best single representative issue if one must be chosen.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (loading regressions, tokenizer/config breakages, and model-specific bugs). I do not see any true duplicate pairs among the soft candidates, so all soft edges are rejected. The most representative issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43950 is the broadest and most core regression here: it describes a `from_pretrained()` loading bug that silently corrupts non-persistent buffers across models, with a clear repro and wide impact.", "canonical_pr_reason": null, - "best_issue_reason": "Same as the canonical choice: it is the clearest standalone bug report among otherwise unrelated issues.", + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it targets a fundamental loading path, has a concrete failure mode, and is more generally applicable than the model-specific or documentation-style reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related regressions, but one is an import error for a missing helper and the other is a meta-device model-loading failure; different code paths and symptoms." + }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different bugs: bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure." + "reason": "Different problems: one is a dtype mismatch in bfloat16 inference, the other is tokenizer/save_pretrained failure for a specific Wav2Vec2 model." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs batched video-shape bug; same broad area, not the same defect." + "reason": "Custom processor/tokenizer regression versus video processor batched-shape bug; both touch multimodal processing but not the same underlying defect." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting issue vs device_map=\"auto\" forward device mismatch." + "reason": "Related to Gemma 4 multimodal/device behavior, but one is about missing `mm_token_type_ids` for text-only fine-tuning and the other is a PLE device-map mismatch in forward pass." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation vs return_tensors being ignored with explicit text_kwargs." + "reason": "Tokenizer crash on NER/batched padding is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Different failure modes: device placement during forward vs input construction kwargs handling." + "reason": "One is a device placement bug during forward, the other is an API argument-handling issue in processor/tokenizer inputs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer API regression vs OmDet processor image-size mismatch." + "reason": "Both mention processor/model input handling, but one is a regression around processor.tokenizer behavior and the other is an OmDet processor size mismatch." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs output_hidden_states bug in Qwen3.5." + "reason": "Generation kwargs after `sync_gpus` is unrelated to the Qwen3.5 `output_hidden_states=True` bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs offloading-with-quantization behavior." + "reason": "Processor regression versus offloading/quantization behavior; no same code path or concrete shared bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but one is assistant mask generation for multimodal inputs and the other is a tool-call/no-content crash." + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in a config vs a model-loading failure for a specific repo." + "reason": "Pad-token config regression and a model-loading failure for a specific repository are not the same bug." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Flash-attn import compatibility on Python 3.13 vs backend mapping validation for tensorflow_text." + "reason": "Import-time `flash_attn` key error on Python 3.13 is unrelated to a backend mapping error for `tensorflow_text`." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/example and quantization issues vs a generic return_tensors kwarg bug." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Config attribute regression vs meta-device model loading breakage." + "reason": "SigLIP2 documentation example errors do not match the `return_tensors` / `text_kwargs` API regression." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "torch.compile/SDPA inference bug vs DeepSpeed ZeRO-3 training gradient anomaly." + "reason": "Video processor batched-shape bug and Qwen2-57B TP OOM are different failure modes with different subsystems." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Batched video processor shape bug vs tensor-parallel OOM on model load." + "reason": "Both are loading/config regressions, but one is a missing pad token field and the other is a meta-device loading failure." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors in unrelated code paths and model families." + "reason": "Both are import errors, but they concern different missing symbols and different models/features." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue vs tokenizer codec/regression warning issue." + "reason": "MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba is not the same as the DeepSpeed ZeRO-3 gradient increase issue." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization/device-dependent save behavior vs LoRA merge collapse with extended vocab." + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocab are different root causes." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning vs SigLIP2 HF/JAX implementation discrepancy." + "reason": "Import warning for trailing-slash local paths is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP text model structure drift." + "reason": "`from_pretrained()` buffer corruption is a loader regression; CLIP text model structure inconsistency is a model API shape change." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory-release problem." + "reason": "Perceiver interpolation failure and RT-DETR memory release problems are different kinds of bugs." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not the same bug." + "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related by model family but not the same concrete bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id AttributeErrors, but they hit different model configs and load paths." + "reason": "Different model families and different missing attribute (`pad_token_id`) failures; not the same defect." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe vs an import error for Qwen2_5_VL." + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Janus image-generation test failure vs a stale num_return_sequences warning in paged generate()." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the GraniteSpeech stale CI device-override test." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI stale device-override test." + "reason": "A failing janus image-generation test is not the same as a stale warning in paged generate()." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading path bug vs from_config(dtype=...) leaving config.dtype stale." + "reason": "GGUF loading breakage and `from_config(dtype=...)` leaving stale config dtype are different loader API issues." } ] }, @@ -8445,29 +8522,29 @@ "issue:41720|issue:46209", "issue:38175|issue:45412", "issue:44561|issue:46234", - "issue:43827|issue:43901", "issue:44610|issue:44857", + "issue:43827|issue:43901", "issue:45759|issue:46285", "issue:44206|issue:45584", "issue:43819|issue:45083", - "issue:43335|issue:43550", "issue:44857|issue:45593", + "issue:43335|issue:43550", "issue:45520|issue:46170", "issue:37428|issue:43425", - "issue:43606|issue:45083", "issue:45759|issue:46512", + "issue:43606|issue:45083", "issue:43611|issue:46402", "issue:44514|issue:44521", "issue:29942|issue:32090", "issue:43335|issue:43653", "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "8a4bedef7802498878904ce9f63b149298162139597771dbcc3e89c313ebe098", + "prepared_review_unit_hash": "cbcc7d20883556a3a68f02305714ae6b07378cecc593ac68ea9083855cc14c95", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -8484,180 +8561,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-edge candidates are mostly false positives: they span unrelated bugs across tokenization, multimodal processors, model loading, distributed training, and docs cleanup. No pair looks like the same concrete fix with enough overlap to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "If a single issue must be kept as the representative, issue #44521 is the strongest candidate because it has the most discussion/inbound references and a clearly reproducible runtime bug in a high-traffic multimodal API. That said, the set is not a true duplicate cluster.", + "summary": "The candidate soft edges are mostly superficial similarities across different Transformers subsystems (tokenizers, processors, model loading, training, CI, docs). I do not see any true duplicate pair here, so there is no clear canonical issue/PR for this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #44521 is the best issue candidate overall: it is active, well-scoped, and has the strongest evidence of user impact among this set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Different bugs: tokenizer spacing after an added token vs. output embedding reinitialization during post_init after resizing embeddings." + "reason": "Different bugs: tokenizer spacing after added tokens vs output embedding reinitialized after resize when `tie_word_embedding=False`." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Unrelated symptoms and code paths: dtype drift in evaluate vs. memory usage during Qwen3 MoE training." + "reason": "Unrelated failures: dtype drift between train/eval vs Qwen3 MoE memory usage." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Different failures in different models: import error for Qwen2.5-VL class vs. incorrect detokenization for DeepSeek coder." + "reason": "Both are import/detokenization regressions, but they concern different symbols and code paths (`Qwen2_5_VLForConditionalGeneration` import vs DeepSeek detokenization)." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "One is BeitImageProcessorFast label reduction, the other is return_tensors being ignored when text_kwargs is passed; not the same underlying bug." + "reason": "Different label-handling issues: BeitImageProcessorFast label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/config issues, but one is mm_token_type_ids defaults and the other is rope index temporal scaling; different fixes." + "reason": "Distinct multimodal bugs: `mm_token_type_ids` defaulting to zeros vs Qwen2.5-VL temporal position IDs scaling incorrectly." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different processor families and failures: audio chat template sampling-rate default vs. batched video input shape handling." + "reason": "Audio chat-template sampling-rate default mismatch vs video processor batched-shape bug; not the same underlying defect." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save/tokenization behavior." + "reason": "Different tokenizer breakages: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in different components: gather_for_metrics last-batch tuple handling vs. BeitImageProcessorFast reduce_labels." + "reason": "Both involve label handling, but one drops last-batch tuple labels in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch vs. a GraniteSpeech stale device-override CI test; not the same bug." + "reason": "Different model/runtime problems: DAC latent reconstruction mismatch vs stale device override test in GraniteSpeech CI." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime failures, but on different models, devices, and root causes (A800 cuda assert vs. B200 FP8 inference)." + "reason": "Both are GPU/runtime-related, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference on B200." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different model issues entirely: unexpected zero probabilities vs. memory not released on deletion." + "reason": "Different symptoms and subsystems: SIGLIP2 zero probabilities vs RT-DETR memory not released after deletion." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both mention import_utils, but one is removal of is_torch_fx_available breaking trust_remote_code models and the other is a missing falcon mamba availability helper." + "reason": "Both are missing import utilities, but the missing helper (`is_torch_fx_available`) and the missing symbol (`is_falcon_mamba_ssm_available`) are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are docs regressions after v5 changes, but they cover different APIs and deprecations (pipeline vs. return_all_scores)." + "reason": "Different shape/runtime failures: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different components and problems: OmDet-Turbo image size mismatch vs. LwDetrImageLoss AMP/CUDA crash." + "reason": "Both are docs regressions, but they cover different API removals (`pipeline()` vs `return_all_scores`)." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite config unwrapping in AutoModelForCausalLM vs. CLIP text-model structure inconsistency; not the same code path." + "reason": "Different config/model-loading regressions: multimodal `from_config` not unwrapping `text_config` vs CLIP text model structure inconsistency." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "One is an unsupported center arg in LasrFeatureExtractor, the other is Whisper empty-transcription generation after align_special_tokens." + "reason": "Different audio bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty transcription after `align_special_tokens`." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different bugs: DAC.from_latents mismatch vs. qwen3_omni_moe feature-extraction length helper behavior." + "reason": "Distinct DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; same broad area only by coincidence." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs. Bamba torch.compile/SDPA failure; unrelated fixes." + "reason": "Different detection losses: AMP/CUDA crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Different detection/training issues: float16 AMP crash in LwDetrImageLoss vs. missing auxiliary losses when denoising is off." + "reason": "Both are model/config issues, but one wrongly creates a sparse layer at zero sparse layers and the other is torch.compile+SDPA failure on Bamba-9B-v2." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Separate platform failures: flash_attn import key error on Python 3.13 vs. Windows ROCm torch.distributed dependency issues." + "reason": "Different import/platform breakages: `flash_attn` KeyError on Python 3.13 vs Windows+ROCm torch.distributed dependency errors." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Import error for a specific flash-attn helper vs. general Torch 2.10 incompatibility; too broad and not the same bug." + "reason": "Not the same issue: missing `_flash_supports_window_size` import vs general Torch 2.10 incompatibility." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs. qwen3_omni_moe feature-length helper behavior; no overlap beyond being runtime bugs." + "reason": "Different config-state bugs: `from_config(dtype=...)` not unwrapping multimodal `text_config` vs `model.config.dtype` staying stale after construction." }, { - "left": "issue:45759", - "right": "issue:46512", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both involve from_config, but one is multimodal config unwrapping and the other is stale config.dtype after dtype construction." + "reason": "Different device/memory paths: CPU offload device mismatch in bark-small CI vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Different model-loading regressions: base_model_prefix breakage in v5 vs. Sam3Model text encoder weights not loaded." + "reason": "Different model-loading regressions: `base_model_prefix` handling in Transformers 5.0 vs Sam3Model text encoder weights not loaded in 5.10.1." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same API family but different symptoms: batched padding=False crash vs. all-zero assistant masks; not clearly one underlying bug." + "reason": "Same processor family, but one is batched `apply_chat_template` crashing with `padding=False` while the other returns all-zero assistant masks for multimodal inputs." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs. Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs. BigBirdTokenizer special-token registration/empty decode issue." + "reason": "Both touch model/tokenizer configuration, but one is sparse-layer creation in SwitchTransformers and the other is BigBirdTokenizer mask-token registration/empty decode." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to GraniteSpeech stale device-override CI failure." + "reason": "Different GPU issues: Bamba torch.compile with SDPA vs GraniteSpeech stale device override CI test." } ] }, @@ -8689,6 +8766,7 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:39692", "issue:42490", "issue:43278", @@ -8718,7 +8796,6 @@ "issue:45245", "issue:45290", "issue:45310", - "issue:45381", "issue:45459", "issue:45478", "issue:45588", @@ -8732,8 +8809,8 @@ ], "soft_pairs": [ "issue:45290|issue:46326", - "issue:46431|issue:46566", "issue:44448|issue:44743", + "issue:46431|issue:46566", "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:37428|issue:44351", @@ -8744,30 +8821,30 @@ "issue:43335|issue:45083", "issue:43720|issue:44112", "issue:45588|issue:45859", - "issue:39692|issue:43526", "issue:43819|issue:44493", - "issue:43335|issue:44112", + "issue:39692|issue:43526", "issue:44206|issue:45823", + "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:26413|issue:31501", "issue:34689|issue:35141", "issue:45310|issue:45478", + "issue:39692|issue:44493", "issue:45459|issue:46234", "issue:42490|issue:43854", - "issue:39692|issue:44493", "issue:43606|issue:44857", "issue:44448|issue:44779", - "issue:44360|issue:44561", - "issue:28218|issue:32090", "issue:44857|issue:45072", - "issue:45290|issue:45381" + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "a76627b2e8557dbd66da38eacf403a8bc08748cfed33ad47ce81f171945a47dc", + "prepared_review_unit_hash": "03e9d1b3a7831825d415eae9017e92809ad7d9f6c1684deaa182d67f1e109369", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -8775,207 +8852,207 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36975, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the only clear duplicate is the repeated Qwen3.5 Moe `from_pretrained` regression. Everything else is a similar-looking but distinct bug or feature issue, so I rejected the rest.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier and more complete report of the same Qwen3.5 Moe `from_pretrained` failure; 45478 reads like a later duplicate.", + "summary": "The set is mostly unrelated issues. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained regression report; the rest share broad themes at most, but not the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression also described in 45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest issue anchor in the only true duplicate pair: same title, same model, same failure mode, with the earliest report and enough detail to identify the regression.", + "best_issue_reason": "Issue 45310 is the strongest overall issue candidate: it is a clear duplicate target, well-scoped, and representative of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat-template/tokenizer behavior, but they describe different failures and code paths (`apply_chat_template(tokenize=True)` vs `continue_final_message` for `mistral_common`)." + "reason": "Both involve tokenizer/chat templating, but the failures are different APIs and code paths." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Completely different problems: missing chat template on a processor versus DiffusionGemma weights stuck on `meta` with `device_map=\"auto\"`." + "reason": "Different models and different behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different models and bugs: Pegasus output drift across versions versus Qwen3.5 recurrent state reset with cache." + "reason": "Chat-template absence is unrelated to DiffusionGemma weights staying on meta with device_map=auto." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Unrelated subsystems: SwitchTransformers sparse-layer construction versus BEiT semantic-segmentation preset loading with a legacy field." + "reason": "Different subsystems and bugs: SwitchTransformers config vs BEiT legacy-field loading." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "One is a Python import/parsing problem in DeBERTaV2 on 3.13; the other is a feature-shape helper behaving unexpectedly in qwen3_omni_moe." + "reason": "Python 3.13 JIT parse error and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and causes (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Both are import errors, but for different missing symbols and different breakages." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different bug classes: dtype drift between train/eval versus an error message about unsupported translation tasks in v5." + "reason": "BF16/FP32 dtype regression is unrelated to a v5 translation-support message bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." + "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast TypeError are different issues." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` are separate code paths and failures." + "reason": "Gemma fine-tuning token defaults and flash_attention sinkless-model crash are different code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Different mechanisms entirely: LoRA merge with extended vocab versus the categorical-cardinality runtime error." + "reason": "LoRA-vocab merge collapse and category-count ceiling are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior do not describe the same bug." + "reason": "Same broad model family only; the reported bugs are not the same underlying problem." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech stale device-override CI failure are unrelated." + "reason": "BitNet loading/unpacking and GraniteSpeech CI device-override flake are different failures." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch offload/device handling, but one crashes on `s_aux=None` in flash attention while the other is a rotary-embedding CPU-offload incompatibility." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "One is a SigLIP2 docs/model-processor mismatch with quantization issues; the other is a `reduce_labels` bug in BeitImageProcessorFast." + "reason": "Both are offload-related, but they involve different modules, models, and failure modes." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent decoding mismatch and unexpected position-id keys are not the same underlying bug." + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id key warnings." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and a GraniteSpeech CI device-override regression are not duplicates." + "reason": "Documentation example errors and BEiT image processor label reduction are not the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both involve device/dtype runtime failures, but they affect different models and code paths (LasrFeatureExtractor center arg vs Gemma4 PLE device mismatch)." + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are different forward/load problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different components and symptoms; not the same underlying issue." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config construction and D-FINE auxiliary-loss handling are unrelated." + "reason": "Sparse-layer config bug and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb SLM training not starting are too general to be the same concrete bug." + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training not starting." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are model-loading-related, but one is a Llama 3.2 vision loading breakage and the other is output embedding reinitialization after resizing token embeddings." + "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same bug report: identical `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression with no meaningful distinction beyond being a later duplicate." + "reason": "Same Qwen3.5 MoE from_pretrained regression with the same v5.x failure; 45478 is a near-duplicate follow-up to 45310." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to position-id key warnings." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer/protobuf error masking is unrelated to the missing `is_falcon_mamba_ssm_available` utility symbol." + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different issues." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Loading-path slash warning and GLM-4.7-Flash unit-test model loading failure are different issues." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 documentation errors and generic unexpected position-id keys across many models are not the same root cause." + "reason": "Trailing-slash import warning and GLM-4.7 Flash loading failure are not the same bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small is distinct from the LwDetrImageLoss float16 CUDA crash." + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model/tokenizer behaviors." + "reason": "Different model families and different tokenizer/runtime regressions." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44855", + "right": "issue:45072", "accept": false, - "reason": "DSA indexer missing a ReLU is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "Python 3.13 JIT parsing issue is unrelated to bfloat16 dtype mismatch in inference." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior after added tokens and a Trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer extra-space behavior and Trainer broadcast TypeError are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Different failures in different places: LwDetrImageLoss AMP/CUDA crash versus dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "DSA indexer ReLU concern and removal of is_torch_fx_available affecting trust_remote_code are different issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both mention vision/chat-template-style inputs, but one is a tool-call assistant message crash and the other is wrong `vision_position_ids` for Qwen2.5-VL video input." + "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to position-id key warnings." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the only clearly duplicate pair is the identical Qwen3.5 Moe `from_pretrained` report (45310/45478), and the other pair rejections are conservative based on clearly different titles and failure modes. No obvious overstatement or unsupported merge of distinct issues." + "feedback": "The duplicate call on issue:45310 / issue:45478 is grounded by the identical title and close timing, and the rest of the soft-edge rejections stay conservative. The only slightly strong phrasing is \u201cmore detailed,\u201d but it does not materially undermine the overall conclusion." }, "evaluator_used": true, "retried": false, @@ -9007,7 +9084,6 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:40444", "issue:41720", "issue:42490", @@ -9024,7 +9100,6 @@ "issue:43976", "issue:44448", "issue:44466", - "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -9034,6 +9109,8 @@ "issue:44987", "issue:45083", "issue:45229", + "issue:45290", + "issue:45381", "issue:45440", "issue:45491", "issue:45563", @@ -9046,23 +9123,23 @@ "issue:46399" ], "soft_pairs": [ - "issue:38175|issue:44493", + "issue:45290|issue:45381", "issue:43701|issue:45083", "issue:32090|issue:33357", "issue:40444|issue:43526", - "issue:45920|issue:46192", "issue:29942|issue:35141", "issue:42490|issue:43575", - "issue:43550|issue:45083", + "issue:45920|issue:46192", "issue:44448|issue:44977", + "issue:43550|issue:45083", "issue:44977|issue:45229", "issue:44855|issue:46399", "issue:27957|issue:34689", "issue:10000|issue:15354", - "issue:43927|issue:45698", "issue:43278|issue:43329", "issue:43746|issue:46209", "issue:37428|issue:44987", + "issue:43927|issue:45698", "issue:44857|issue:45588", "issue:43278|issue:43381", "issue:44561|issue:44779", @@ -9071,17 +9148,17 @@ "issue:41720|issue:45229", "issue:32090|issue:33290", "issue:25251|issue:32090", - "issue:43976|issue:45440", "issue:45588|issue:45823", - "issue:44568|issue:45491", - "issue:44448|issue:44466" + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "2c27e9aae32046f6968313e878e82fdfb0946453e6349c910006e35f2ec709d8", + "prepared_review_unit_hash": "5168a0141f6bfbfd7b29068d37e0863bc3f383a860e9c8d904efd5b56c03e90c", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -9089,195 +9166,195 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36520, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired issues share only broad Transformers substrings or subsystem themes, but not the same concrete bug. I would reject every soft edge and avoid choosing a canonical issue/PR for this group.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs share broad Transformer/model-loading vocabulary, but each pair points to a different bug, model, or code path. I found no true duplicates to consolidate.", + "confidence": 0.12, + "canonical_issue_reason": "No single issue stands out as a canonical duplicate target; the items span unrelated regressions (tokenization, flash-attention, loading, training, multimodal, and serialization) rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: even the closest-looking pairs differ in concrete failure mode and affected subsystem, so choosing one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different failures and models: Siglip2 zero probabilities vs position-id key warnings." + "reason": "Both are multimodal-related, but one is a chat template crash with tool calls and no content, while the other is a Qwen2.5-VL video position-id bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe helper behavior." + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error is unrelated to a MacOS CLIP bus error." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different failures in different execution paths." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multimodal IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Tokenizer ID regression is unrelated to return_tensors being ignored with text_kwargs." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction returning only one label." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to lm_head reinitialization after resizing embeddings." + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning is unrelated to tp-related OOM on a large Qwen model." + "reason": "Path-with-slash import warning and tensor-parallel OOM are different problems with no shared code-path evidence." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe feature helper bug." + "reason": "Tokenizer ID regression across many models is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Pegasus v4/v5 output divergence is a model regression, while the Qwen3.5 issue is a flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug is unrelated to multi-GPU CUDA OOM." + "reason": "Flash-attention generation corruption in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different symptoms and causes." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 IndentationError from decorator parsing is not the same as a missing decorator registration bug." + "reason": "Python 3.13 import/IndentationError from torch.jit.script parsing is not the same as missing decorator registration in Qwen3.5 kernels." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 model loading are different code paths." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated regressions." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and torch.jit GeneratorExp export failure are unrelated." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Custom token ID loss after save/load is different from loading the wrong custom module after save_pretrained." + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are different model/script problems." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." + "reason": "BF16-to-FP32 dtype change during eval is unrelated to undefined video-token helper names in qwen3_omni_moe." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." + "reason": "PEFT local-checkpoint loading bug and FP8 inference failure on B200 are distinct loading vs hardware support issues." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing _flash_supports_window_size import is unrelated to loading physical-intelligence/fast." + "reason": "Missing _flash_supports_window_size import is not the same as the transformers>=5.1.0 loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom state, but one loses custom token IDs and the other loads the wrong custom module; different artifacts and failure modes." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same as flash_attention.py crashing on s_aux=None." + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py failing on s_aux=None." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Training/eval embedding dtype mismatch is unrelated to gradient checkpointing in eval mode." + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are separate behaviors with no shared underlying bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removed helper breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior is unrelated to Gemma4 multi-GPU OOM." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different performance/memory issues." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug is unrelated to a stale paged-generate warning." + "reason": "Qwen3.5 flash-attention failure is unrelated to a stale num_return_sequences warning in paged generate()." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are different failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 CUDA OOM are distinct hardware/runtime failures." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error and Adafactor/DeepSpeed OOM are unrelated." + "reason": "NoneType broadcast error in Trainer is not the same as DeepSpeed Adafactor OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "Pipeline top_k output shape change is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Python version support regression is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Flash-attention None crash and Gemma4 PLE device mismatch affect different code paths." + "reason": "Both concern v4/v5 serialization differences, but one is generation output divergence and the other is lm_head.weight serialization depending on device; not the same bug." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to Gemma3 sliding-window NaNs." + "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to DeepseekV3MoE diverging from the remote implementation." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Model output mismatch and lm_head serialization inconsistency are different bugs." + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated failures." } ] }, @@ -9351,45 +9428,45 @@ "issue:46369" ], "soft_pairs": [ - "issue:45372|issue:45588", "issue:43412|issue:45588", - "issue:45198|issue:45803", + "issue:45372|issue:45588", "issue:42490|issue:43873", + "issue:45198|issue:45803", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:45245|issue:45563", "issue:43278|issue:43575", - "issue:45372|issue:45406", + "issue:45245|issue:45563", "issue:43653|issue:44743", "issue:44871|issue:44977", + "issue:45372|issue:45406", "issue:43611|issue:46121", - "issue:42915|issue:42994", "issue:44361|issue:45198", "issue:44186|issue:45198", "issue:44206|issue:44479", "issue:43381|issue:43701", + "issue:42915|issue:42994", "issue:43065|issue:45412", "issue:43065|issue:43994", - "issue:45459|issue:45712", "issue:29942|issue:30064", + "issue:45459|issue:45712", "issue:45412|issue:46369", - "issue:43756|issue:45440", "issue:43653|issue:44442", + "issue:43756|issue:45440", "issue:45372|issue:45459", - "issue:44265|issue:45198", "issue:43994|issue:45412", + "issue:44265|issue:45198", "issue:43066|issue:44462", "issue:27957|issue:29942", "issue:29127|issue:33357", "issue:43421|issue:45491", "issue:45440|issue:45593" ], - "prepared_review_unit_hash": "e3b9b076281df0bc98062081007c6f27fe5d1088621d6442f530fc98d2fb4b1f", + "prepared_review_unit_hash": "da05ae1c09f5aac11d9d090103eb4e741c6c3723c6047c79480b17569bc91fd1", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -9397,99 +9474,93 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37257, - "estimated_input_tokens": 9315, - "estimated_eval_tokens": 18886 + "serialized_chars": 37262, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports spanning tokenizers, multimodal processors, quantization, export, and model-specific regressions. None of the soft-pair candidates look like the same underlying bug or change, so all soft edges are rejected. If forced to anchor the set, #45372 is the clearest standalone issue.", - "confidence": 0.31, - "canonical_issue_reason": "#45372 is the most concrete and actionable report in the set, with a specific Gemma 4 processor-loading failure and clear runtime symptom; it is the best anchor only in a forced-pick sense.", + "summary": "This cluster is highly heterogeneous; the soft edges mostly connect unrelated model, tokenizer, export, and runtime bugs. I would not merge any of the proposed pairs. The clearest standalone issue in the set is the RT-DETR garbage-collection/memory leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45412 is the strongest standalone bug report here: concrete memory-leak behavior, clear impact, and multiple references. It is more representative than the other one-off, unrelated defects in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#45372 is the best standalone issue here because it describes a precise failure mode and likely has the clearest debugging path, even though it is not a duplicate of the others.", + "best_issue_reason": "issue:45412 has the best mix of clarity, severity, and corroboration (multiple inbound references), so it is the most suitable representative issue in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention crash on sink-less models." + "reason": "Different failures: Gemma3n export guard/erfinv support vs flash-attention sink-less crash on s_aux=None." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executable export failure and missing training guard are unrelated to the flash-attention AttributeError." + "reason": "Gemma 4 processor import error is unrelated to a flash-attention AttributeError in sink-less models." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs a bare except swallowing errors in FuyuBatchFeature; different code paths and models." + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to quantization/offloading behavior." + "reason": "Wav2Vec2 save/tokenization failure is a different bug from FuyuBatchFeature's bare except swallowing errors." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Mac bus error in community CLIP loading is unrelated to SigLIP2 doc-example errors." + "reason": "MacOS CLIP bus error and SigLIP2 doc-example/model mismatch are distinct issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are different bugs." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-limit runtime error and stale generate() warning are unrelated issues." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token-count updates." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to TP OOM while loading a large Qwen2 model." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2 TP loading OOM." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Both are Gemma 4-related, but one is an import-time processor-loading failure and the other is a serve-time missing _tokenizer attribute." + "reason": "Category-count runtime error and stale paged-generate warning are different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBird tokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset behavior." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos-token config mismatch is a different bug from Qwen3.5 flash-attention generation regression." + "reason": "EOS token configuration mismatch is not the same as a flash-attention generation regression." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "base_model_prefix loading break and rope-validation TypeError involve different loading/validation paths." + "reason": "Both involve Gemma 4, but one is an import/load failure and the other is a missing _tokenizer AttributeError in serve." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "FP8 config failure during load and quantized-model saving failure are distinct quantization bugs." + "reason": "Base_model_prefix loading breakage and rope-validation list typing are unrelated." }, { "left": "issue:44361", @@ -9501,109 +9572,115 @@ "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is a different tokenizer bug from Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to the video-input regression in Qwen VL models." + "reason": "LasrFeatureExtractor center-arg regression and Qwen VL video-input regression are different bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient-checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer bugs." + "reason": "Eval-mode gradient-checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized-model saving failure are distinct issues." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + "reason": "Sam3PixelDecoder dummy Conv2d placeholder is unrelated to RT-DETR garbage-collection memory leak." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue and SigLIP2 nonsense outputs are different model problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Protobuf error masking in tokenizer decode is unrelated to leftover dummy PT classes in the repo." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different defects." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." + "reason": "Tokenizer-error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC memory leak and Sam3 litetext memory overflow are different memory issues in different models." + "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different models and failure modes." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are architecture-specific model implementation bugs, not the same one." + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer bugs." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error masking are different root causes." + "reason": "Gemma 4 processor loading failure is unrelated to protobuf-dependent tokenizer error handling." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "SigLIP2 bad inference results and RT-DETR memory leak are different issues." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model bugs." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading issues, but not the same underlying bug." + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading bugs." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same concrete regression." + "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests share a theme but not the same concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are unrelated." + "reason": "LayoutLMv3 error-message clarity is unrelated to the MacOS CLIP bus error." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different bugs." + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings on GPU." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior when denoising is off." } ] }, @@ -9680,16 +9757,16 @@ "issue:43526|issue:45834", "issue:43575|issue:43701", "issue:29127|issue:35141", - "issue:43994|issue:46369", "issue:42490|issue:43381", - "issue:43526|issue:44186", + "issue:43994|issue:46369", "issue:43575|issue:44387", + "issue:43526|issue:44186", "issue:44442|issue:45072", - "issue:42915|issue:43931", "issue:43824|issue:44279", + "issue:42915|issue:43931", + "issue:43526|issue:44857", "issue:43334|issue:43531", "issue:46121|issue:46399", - "issue:43526|issue:44857", "issue:43761|issue:45859", "issue:27957|issue:29127", "issue:27957|issue:33290", @@ -9704,17 +9781,17 @@ "issue:43381|issue:43873", "issue:44743|issue:44811", "issue:44442|issue:44898", - "issue:45003|issue:45440", "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:44062|issue:45907" + "issue:44062|issue:45907", + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "a9494f36581e1c90dccea1cb2cd8c8bd40c6d2b8b803223ad14a828af1be9d55", + "prepared_review_unit_hash": "a8f85c03f8b67d489364e22df4305bc18380e91dd866bbcb608bdb2d3f2e623c", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -9722,207 +9799,207 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36852, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The provided issues are mostly unrelated Transformers bug reports across different models, loaders, processors, and training/runtime paths. I did not find a real duplicate cluster here, so all soft-edge candidate pairs should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a good canonical duplicate target because the items span many unrelated subsystems and model-specific bugs.", + "summary": "The cluster is mostly lexical similarity, not duplicate bugs. The paired issues usually share a model family or broad symptom (OOM, loading, flash-attention, quantization) but point to different code paths and fixes, so none should be merged as the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue candidate; the set is heterogeneous and does not form one underlying bug cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both are vision/OCR-related, but one is a BeitImageProcessorFast label reduction bug and the other is a Kosmos2.5 long-OCR index error." + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR input index error." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "These describe different failures: tensor-parallel OOM on model load vs a resume_from_checkpoint key mismatch." + "reason": "Qwen2 OOM during tensor-parallel load is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "One is about an error message for LayoutLMv3 box inputs; the other is an embedding reinitialization bug during resize." + "reason": "Different subsystems: LayoutLMv3 error messaging vs token embedding reinit after resize." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: SigLIP2 inference quality vs SAM3-LiteText memory overflow." + "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are different bugs in different model paths." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "A local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Both mention OOM, but one is Qwen2 tensor-parallel loading and the other is int4 quantization memory regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both touch image/text preprocessing, but the bugs are different: label reduction vs LayoutLMv2Tokenizer crashes on NER/padding." + "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2 tokenizer crashes." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both involve OOM, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different components and failure modes: tokenizer loading vs dtype mismatch in inference wrappers." + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related, but one is a FineGrainedFP8Config failure and the other is a weight-shape mismatch in a VL model." + "reason": "Qwen3Moe FP8 failure and Qwen3-VL shape mismatch are distinct model/load problems." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "An ImportError for a specific class is not the same underlying issue as a general dependency problem with transformers." + "reason": "Image processor label handling is unrelated to LWDetr float16 AMP crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "These are different Qwen model-path bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Missing pad_token_id on Qwen3-VL is unrelated to sliding_window behavior on Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both involve rope/Qwen3.5 code, but one is a TypeError on JSON-loaded lists and the other is a registration/decorator crash." - }, - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "Different vision bugs: one is processor label reduction; the other is an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Rope-validation TypeError and missing decorator for rotary-pos-emb registration are different code paths." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error messaging." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Both mention performance-ish concerns, but one is Flash Attention 2 support and the other is deepspeed Adafactor OOM." + "reason": "Flash Attention model support and DeepSpeed Adafactor OOM are different problems." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bugs are unrelated to a categorical cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation issue is unrelated to category-cardinality runtime error." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is a default sampling-rate issue and the other is an unsupported center argument crash." + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM during optimizer use and a model-loading break for Llama 3.2 Vision are different problems." + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model-loading regression are different failures." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "One is a flash_attention AttributeError on s_aux=None; the other is a stale auto_mappings reference breaking CI." + "reason": "Flash-attention sink-less s_aux crash and removed Sam3LiteText auto_mappings entries are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "A deepspeed OOM and an embedding reinitialization bug are not the same code path." + "reason": "Optimizer OOM and embedding reinitialization after resize are different bugs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Transformers 5 custom init breakage is broader than the specific patchtsmixer post_init policy issue." + "reason": "Generic custom model init breakage and patchtsmixer post_init policy are not the same concrete change." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both involve generation/attention behavior, but one is compiled-forward inconsistency and the other is Gemma3 NaN embeddings from all-padding windows." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window padding are distinct issues." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM in training is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counter not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading misbehavior are different runtime concerns." + "reason": "Gradient-checkpointing eval restriction and quantized offloading behavior are different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "A cache/recurrent-state bug in Qwen3 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Qwen3.5 recurrent-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Perceiver interpolation failures are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3 implementation divergence." + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both concern model loading regressions, but they affect different features and appear to be distinct breakages." + "reason": "Both are loading regressions, but one is a specific vision-model break and the other is base_model_prefix handling." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "A trailing-slash local model import warning has no relation to Qwen3 recurrent-state reset behavior." + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepseekV3MoE divergence are different issues in different areas." } ] }, @@ -10004,15 +10081,15 @@ "issue:43493|issue:43827", "issue:43761|issue:44188", "issue:44987|issue:46178", - "issue:43232|issue:43388", "issue:43873|issue:44871", - "issue:43931|issue:45216", + "issue:43232|issue:43388", "issue:43749|issue:43931", - "issue:43316|issue:45759", + "issue:43931|issue:45216", "issue:44442|issue:45803", + "issue:43316|issue:45759", "issue:42907|issue:45698", - "issue:44855|issue:45137", "issue:43643|issue:44913", + "issue:44855|issue:45137", "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:44464|issue:46421", @@ -10020,15 +10097,15 @@ "issue:46234|issue:46291", "issue:42617|issue:43575", "issue:25251|issue:28282", - "issue:43550|issue:43701", - "issue:43575|issue:43742" + "issue:43575|issue:43742", + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "243219cc64e0697e7416257ee361f657bea654372393e4cdf12ac4d5dbeca792", + "prepared_review_unit_hash": "84e960f6eb64caa82243067919090210f707cac2f4069abd8c407d4bbb1d4dc8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -10036,183 +10113,183 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35372, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired items share broad Transformers/project vocabulary but not the same underlying bug or change. I found no soft-edge pair that is safe to merge as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are mostly unrelated model-loading/configuration regressions across different subsystems. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges. The strongest representative issue is the FSDP CPU RAM-efficient loading regression because it has broad impact and substantial discussion.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43749 is the most representative: it describes a concrete, high-impact loading regression, has strong discussion/inbound references, and is broad enough to anchor nearby loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong canonical for this cluster; the items cover unrelated areas such as config loading, tokenizer behavior, generation, quantization, docs, and backend/import checks.", + "best_issue_reason": "Issue #43749 is the best overall issue candidate because it is well-scoped, clearly reproducible, and appears to affect a core loading path with notable community attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API complaints, but one is Gemma3TextConfig field parity and the other is Llama4Config missing pad_token_id; different model families and fixes." + "reason": "Both are config/API mismatches, but one is about Gemma3TextConfig fields and the other about Llama4Config pad_token_id; different model families and different missing attributes." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both touch backend/import availability, but one is about pip extras pulling TensorFlow vs torch and the other is a missing import_utils helper." + "reason": "These are separate dependency/export problems: one is torch install extras not pulling TensorFlow, the other is a missing import_utils helper for Falcon Mamba." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and a tokenizer AutoTokenizer failure are unrelated code paths." + "reason": "One is a BitNet weight-loading bug during accelerate loading; the other is an AutoTokenizer failure for a specific tokenizer class. Different code paths." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated bugs." + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated bugs in different parts of the library." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVision hidden_states regression; the other is ModelOutput key assignment semantics. Similar symptom class, different underlying issue." + "reason": "One is a CLIPVisionModel forward regression returning hidden_states=None; the other is ModelOutput key assignment behavior. Related area, but not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video input regression are different model behavior changes." + "reason": "These affect different models and failures: patchtsmixer post_init validation vs a Qwen video-input regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." + "reason": "A model implementation parity issue and a docs reference to removed pipelines are not the same underlying change or bug." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression in CLIPVision and attention-kernel divergence under torch.compile are different problems." + "reason": "Hidden-state propagation in CLIPVisionModel and attention-kernel divergence under torch.compile are separate issues." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a model with transformers>=5.1.0 and a tensorflow_text backend mapping error are separate import/load failures." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are unrelated distributed-training bugs." + "reason": "One is a model-loading failure for a specific repo; the other is a backend registration error for tensorflow_text. Different root causes." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are different issues." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is save_pretrained producing a bad checkpoint." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are different training/runtime bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures." + "reason": "Both are loading-related, but one is an FSDP CPU RAM-efficient loading regression and the other is a Qwen3-VL weight-shape mismatch; not the same failure." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and unwrapping text_config for composite Qwen multimodal configs are distinct config-handling bugs." + "reason": "A shape-mismatch load error and a save_pretrained checkpoint regression are distinct model lifecycle bugs." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer load failure and a bare-except swallowing errors in FuyuBatchFeature are unrelated." + "reason": "AutoTokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Dequantized Ministral/Devstral save failures and wrong custom module loading after save_pretrained are both save/load related but not the same failure mode." + "reason": "Both mention config handling, but one is a simple API discrepancy while the other is about unwrapping text_config for composite multimodal configs; different models and logic." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Python 3.13 torch.jit indentation parsing and DeepSpeed ZeRO3 deque pop errors are unrelated." + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct not persisting are different config serialization problems." + "reason": "Both involve config reload behavior, but the missing fields problem with trust_remote_code is not the same as GPTNeoX rotary_pct reverting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "An import-time Python 3.13 parsing issue and a DeepSpeed ZeRO3 deque error do not share the same code path." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA result divergence are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and an unrecognized model/config loading error are different failure modes." + "reason": "Local dataset loading in a training script and an unrecognized model config error are separate problems." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled forward output inconsistency and cache lazy initialization causing recompilation are related to generation/compile, but not the same concrete bug." + "reason": "Chunked generation output inconsistency under compiled forward and cache lazy-init recompilation are related to performance/runtime, but not the same concrete bug." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template crashes with tool calls are separate tokenizer/chat-template issues." + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer/chat-template failures." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils availability helper and kernels v0.15 revision/version import failure are different import-time regressions." + "reason": "A missing import-utils availability helper and a kernels v0.15 version/revision import failure are distinct dependency checks." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and tensor-parallel OOM on Qwen2-57B are both parallelism-related, but not the same bug." + "reason": "3d_parallel.py failing and Qwen2-57B-A14B-Instruct OOM under tensor parallelism are both runtime issues, but not the same bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch dependency are unrelated." + "reason": "Pipeline top_k nesting behavior and missing PyTorch installation are completely unrelated." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "torch.compile with SDPA in Bamba and resume_from_checkpoint key mismatch are different code paths." + "reason": "An OOM with tensor parallel loading and a KeyError on MobileLLM-125M loading are different loading failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM-125M key error are both load-time problems, but not the same underlying issue." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -10292,19 +10369,19 @@ "issue:43295|issue:44871", "issue:43316|issue:43716", "issue:44871|issue:45584", - "issue:42175|issue:43316", "issue:44077|issue:44534", - "issue:45632|issue:46424", + "issue:42175|issue:43316", "issue:45803|issue:46365", + "issue:45632|issue:46424", "issue:44610|issue:46369", "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:43650|issue:46202", + "issue:43065|issue:44617", "issue:44162|issue:44792", - "issue:41950|issue:43475", - "issue:43452|issue:44496", "issue:45803|issue:46170", - "issue:43065|issue:44617", + "issue:43452|issue:44496", + "issue:41950|issue:43475", "issue:43540|issue:44514", "issue:43404|issue:43441", "issue:43761|issue:44479", @@ -10312,12 +10389,12 @@ "issue:45127|issue:45200", "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "ae66f01686a2f1d91b689f1b71c4b5e985eaabbf3c9225601c3d00d8fc52f519", + "prepared_review_unit_hash": "1498e28d6cbf57c7af506f5ac87bf7785c87150bb1c77124ae4972f40745eeb4", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -10325,177 +10402,177 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34764, - "estimated_input_tokens": 8691, - "estimated_eval_tokens": 17638 + "serialized_chars": 34766, + "estimated_input_tokens": 8692, + "estimated_eval_tokens": 17640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues that only share loose thematic similarity. None of the soft pairs look like true duplicates or the same code change; the closest matches still hit different model families or different code paths.", + "summary": "No soft edge looks like the same underlying bug/change; these are mostly unrelated issues that only share broad subsystem keywords. I\u2019d keep them separate and treat the video-regression issue as the clearest representative of the set.", "confidence": 0.86, - "canonical_issue_reason": "Issue 43295 is the broadest representative regression report among the soft pairs, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a concrete v5 regression, names multiple affected models, and describes a single shared failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best single representative because it is a clear regression with broad user impact and sits near several of the similarity-linked reports.", + "best_issue_reason": "issue:44479 is the best representative issue because it is specific, user-impacting, and framed as a clear regression with broad impact across related model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention support for XLM-Roberta vs Trainer/_gpu_broadcast_one NoneType handling." + "reason": "Different failures: FlashAttention/XLM-Roberta support vs Trainer distributed broadcast NoneType error." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is an error-message mismatch about translation tasks." + "reason": "Both are regressions around processors/pipelines, but one is a tokenizer/processor API break and the other is just an error-message mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint-key resume mismatch are unrelated code paths." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length question and missing transformers.onnx module are unrelated." + "reason": "Model max length behavior vs missing transformers.onnx import are unrelated issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is not the same bug as Gemma EOS token config inconsistency." + "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch differs from Mistral-3 image preprocessor dtype mismatch." + "reason": "Gemma3 config API discrepancy and image preprocessor dtype mismatch are different bugs." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS token_id config mismatch is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Backend packaging/install issue is unrelated to Gemma3TextConfig API discrepancy." + "reason": "Eos-token config mismatch is unrelated to Whisper empty-transcription handling." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are different v5 behavior changes." + "reason": "Optional post_init allowance and non-persistent buffer junk are different transformer-v5 issues." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Trust-remote-code cache path collision is unrelated to max_cache_length behavior in quantized cache." + "reason": "Backend dependency packaging issue vs config API discrepancy; no shared bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Exception handling in FuyuBatchFeature is unrelated to importing Trainer with datasets installed." + "reason": "Bare except swallowing errors in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is not the same as max_cache_length being ignored except for Quantized Cache." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different model bugs." + "reason": "Processor resolution mismatch and SAM3 LiteText memory overflow are different problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." + "reason": "Custom model initialization breakage and GPTNeoX config reload/default loss are unrelated." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma EOS token config mismatch is unrelated to sinq quantized save/load breakage." + "reason": "Gemma eos-token config inconsistency is unrelated to sinq quantization save/load corruption." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Nonspecific data request is not the same as Gemma pipeline roundtrip failure." + "reason": "Generic data request is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 issues." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure are different problems." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to missing fpn_position_embeddings on Sam3 output." + "reason": "Fuyu exception handling bug is unrelated to Windows ROCm import/dependency problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF-file loading breaks different entry points than unrecognized model_type in config.json." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Bare except in FuyuBatchFeature is unrelated to Windows ROCm torch.distributed import failure." + "reason": "gguf_file from_pretrained handling and missing model_type config are different loading failures." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video OOM." + "reason": "Video-classification processor selection and missing fpn_position_embeddings are distinct SAM3/video bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and Qwen2_5_VL batched chat-template crash are distinct bugs." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template padding crash are separate code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are different from FlashAttention failure in Ministral-3." + "reason": "Weight tying bug in Mistral3 and FlashAttention failure in Ministral-3 are not the same defect." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regression." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config issue is unrelated to a tensorflow_text backend mapping error." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab is a different bug from Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge collapse with tied embeddings is not the same as Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Last-batch label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization." + "reason": "Metric gathering label truncation and auxiliary-loss normalization are different training bugs." } ] }, @@ -10574,14 +10651,14 @@ "issue:43504|issue:45698", "issue:44792|issue:44977", "issue:43525|issue:43531", - "issue:44734|issue:45406", "issue:44617|issue:45584", "issue:44792|issue:45600", + "issue:44734|issue:45406", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:35141|issue:42490", - "issue:43673|issue:46421", "issue:45381|issue:46369", + "issue:43673|issue:46421", "issue:43931|issue:44060", "issue:43761|issue:44242", "issue:45563|issue:45584", @@ -10592,19 +10669,19 @@ "issue:43644|issue:44913", "issue:41720|issue:45245", "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:44617|issue:46369", "issue:44464|issue:45563", "issue:43550|issue:44190", - "issue:25251|issue:27957", "issue:43976|issue:44855", - "issue:44617|issue:46369", "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "bcc9fc7236a39a5bc8897cb63bc3edbd614b71d7aa71d0cb9821f049d4989390", + "prepared_review_unit_hash": "f5e342db6e3258442c8e5f22d7d37ad78bb2f6139bfddbbd9b4bdb2f7346fd47", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -10612,202 +10689,205 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36208, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it contains many unrelated transformer bugs, regressions, and docs issues across different models and subsystems. None of the soft pairs look like the same underlying bug/change, so all should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is largely heterogeneous across unrelated models, configs, generation paths, docs, and tooling. The only plausible duplicate-like pair is the chunked-prefill/cache initialization regression.", + "confidence": 0.57, + "canonical_issue_reason": "issue:46421 is the best root-cause-oriented anchor for the chunked-prefill cache regression; it describes the underlying cache initialization problem more directly than the symptom-focused report.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the items are heterogeneous and do not share one underlying defect.", + "best_issue_reason": "issue:46421 is the strongest global issue candidate because it is recent, active, and framed at the mechanism level rather than as a narrow downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state handling in generation, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states resetting in a specific modular Qwen3.5 file. Different bugs and code paths." + "reason": "Both mention cache/generation behavior, but one is about missing cache in chunked prefill and the other is a Qwen3-5 recurrent-state reset bug; different code paths and models." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "One is a backend detection problem from installing tensorboard without TensorFlow; the other is a missing import_utils availability helper. Different subsystems and failure modes." + "reason": "Completely different problems: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Beit preset loading with a legacy field is unrelated to save/load restoring the wrong custom module. Different model families and root causes." + "reason": "One is a Beit semantic-segmentation legacy-field load failure; the other is save/load of custom modules. Related theme, but not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failing janus image generation test is not the same as Qwen3.5 flash-attention generation issues. Different models and symptoms." + "reason": "Different models and failures: Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated configuration/model issues." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache indexing crash in serve and a Gemma4Processor missing _tokenizer are different code paths with different errors." + "reason": "A missing pad_token_id attribute in Llama4Config is unrelated to a Qwen3-MoE sliding_window issue." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated generation bugs." + "reason": "CUDA OOM in Sam3Video and empty-transcription failure in Whisper are unrelated symptoms and subsystems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure and stale auto_mappings references to removed Sam3LiteText configs are different issues." + "reason": "Janus image-generation test failure vs removed Sam3LiteText config references; not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/config persistence problems." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading the Phi-4 multimodal model in transformers." + "reason": "A local dataset loading script issue is unrelated to loading the Phi-4 multimodal model." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are different loader/model-state problems." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/cache, but one is cache missing in v5 and the other is lazy cache init causing recompilation. Not the same bug." + "reason": "Output embedding reinitialization on resize and trailing-slash import warnings are different loading behaviors." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids regression is unrelated to Sam3-LiteText memory overflow." + "reason": "Qwen2.5-VL video-position bug and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both describe the same chunked-prefill cache initialization regression in generation; one is a symptom-focused report, the other the likely root-cause framing." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight shape mismatch on model load and a tied-weights warning binding the wrong parameters are different defects." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning behavior." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states being None and missing load-balancing loss with output_router_logits=False are unrelated regressions." + "reason": "CLIPVision hidden_states loss and MoE load-balancing loss omission are different model-output bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale num_return_sequences warning in paged generate is not the same as Whisper failing on empty transcription." + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 TorchScript parsing/IndentationError and flash_attention s_aux=None crashes are unrelated failures." + "reason": "Python 3.13 torch.jit parsing/import failure and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals and SigLIP2 producing nonsensical outputs via pipeline/AutoModel are different issues." + "reason": "Docs still referencing pipeline() and a SigLIP2 pipeline output regression are not the same issue." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "A Qwen video-input regression and a serve-side KV-cache continuation crash are different code paths and symptoms." + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model/processor issues." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Generic non-persistent buffer junk in v5 and GPTNeoX rotary_pct persistence are unrelated." + "reason": "Non-persistent buffer junk in v5 and GPTNeoXConfig reload behavior are distinct bugs." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "cudaErrorAssert on A800 during Qwen3 auto device mapping and a category-count limit error are unrelated." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count runtime limit are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils and a Qwen3.5-35B chat crash are different issues." + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are unrelated generation behaviors." + "reason": "A pipeline top_k output-shape change is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading script bug." + "reason": "Both mention memory pressure, but they involve different models and different failure modes; not a shared underlying bug." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Chunked generation inconsistency under compile and a stale warning about num_return_sequences are different generation issues." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Python version support regression in v5.1.0 and a Python 3.13 TorchScript parsing error are different problems." + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to a local dataset loading script problem." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different models and different failure modes." + "reason": "Python-version compatibility regression and Python 3.13 torch.jit import parsing failure are different compatibility issues." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "patchtsmixer optional post_init enforcement and strict config blocking granite_speech loading are unrelated config-policy issues." + "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated config-validation problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43673 \u2194 issue:46421, is plausibly the same chunked-prefill cache problem from two framings, and the rest are reasonably rejected as cross-model or cross-subsystem mismatches. The summary also matches the overall heterogeneity of the set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10873,15 +10953,15 @@ "issue:46489" ], "soft_pairs": [ - "issue:43335|issue:44190", "issue:45127|issue:45357", + "issue:43335|issue:44190", "issue:44521|issue:45381", "issue:44112|issue:45600", "issue:44779|issue:46489", "issue:43540|issue:44734", "issue:43116|issue:44190", - "issue:44737|issue:45803", "issue:43295|issue:45276", + "issue:44737|issue:45803", "issue:44462|issue:45907", "issue:44938|issue:45542", "issue:45276|issue:45584", @@ -10890,8 +10970,8 @@ "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:46082|issue:46121", - "issue:45245|issue:45584", "issue:44246|issue:45003", + "issue:45245|issue:45584", "issue:42175|issue:44279", "issue:43643|issue:44496", "issue:44964|issue:45600", @@ -10903,12 +10983,12 @@ "issue:44186|issue:44734", "issue:45632|issue:46421" ], - "prepared_review_unit_hash": "7688293b93837354258de9a1134af6dc6fa8cc07c3924699e10a9af48aa90e29", + "prepared_review_unit_hash": "3e5535fee804d6cdaf6685e9b7463f550379ad40e51e0d3c4202d18e2eaa8930", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -10916,195 +10996,195 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36101, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: import/export regressions, tokenizer bugs, multimodal issues, serving bugs, CI/test failures, and config validation problems. None of the soft-similarity pairs looks like the same underlying bug or a mergeable single fix.", + "summary": "This cluster is heterogeneous: the soft pairs share broad transformers themes, but they do not look like the same underlying bug or change. I would not consolidate any pair as duplicates.", "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items span distinct code paths and subsystems; the apparent similarities are mostly broad topical overlap, not duplicates.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:44521 is the most discussion-heavy/open item and the closest thing to a central anchor, but it still does not represent the other issues well enough to serve as a duplicate canonical.", - "best_pr_reason": "No pull requests are present in this cluster.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has multiple inbound references, and describes a concrete multimodal bug. Still, it is not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs image-classification example failing to load a local dataset; unrelated code paths." + "reason": "Both involve Qwen/Qwen3.5 save behavior, but one is LoRA merge/tied embeddings collapse and the other is incorrect visual encoder keys in save_pretrained; different code paths and symptoms." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "LoRA/tied-embeddings collapse after merge vs Qwen3.5 save_pretrained visual-key regression; both touch saving/model state, but they are different concrete bugs." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a local dataset-loading failure in an image classification script." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "apply_chat_template multimodal assistant-mask bug vs qwen2.5-vl video vision_position_ids issue; both multimodal, but not the same defect." + "reason": "Both are multimodal Qwen issues, but one is assistant_mask generation and the other is vision_position_ids for video input; not the same concrete bug." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI stale device override failure vs auto_mappings referencing removed Sam3LiteText configs; different failures and files." + "reason": "CI failure in GraniteSpeech test setup is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "DeepSeek tokenizer regression in v5 vs DeepSeek-Coder v1 tokenizer issue referencing a gap in PR #44801; same family, but not the same exact bug/change." + "reason": "Both concern DeepSeek tokenizers on v5+, but one is a generic tokenizer regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation tensor indexing crash; unrelated subsystems." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to /v1/responses KV-cache continuation indexing in transformers serve." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Classification example returns empty results vs image-classification script cannot load a local dataset; both are example-script issues, but not the same bug." + "reason": "Example-script multi-label classification output bug is unrelated to loading a local dataset in a different training script." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "XLNet forward-pass device placement bug vs FuyuBatchFeature bare-except error swallowing; unrelated implementation problems." + "reason": "Processor.tokenizer regression with images is unrelated to Gemma4 embedding resizing not propagating to output/embed weights." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "processor.tokenizer regression in custom model code vs Gemma4 resize_token_embeddings not updating tied embeddings; different model behaviors and fix paths." + "reason": "XLNet CPU placement bug and Fuyu's bare except swallowing errors are different failures in different modules." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision; different API surfaces and failure modes." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API behaviors." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed; unrelated environment/dependency issues." + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are separate packaging/import problems." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug vs Whisper empty transcription after align_special_tokens; not the same model or code path." + "reason": "Gemma4 resize_token_embeddings and Whisper empty-transcription handling are unrelated model-specific bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision vs missing import_utils availability helper; both involve utilities, but the bugs are unrelated." + "reason": "Trust-remote-code cache-path collisions and a missing import_utils availability helper are unrelated issues." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Ministral tokenizer BPE marker handling vs multimodal chat-template assistant masks; tokenizer formatting bug vs chat-template mask bug." + "reason": "Tokenizer BPE-marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs top-level AutoImageProcessor import error; both are import issues, but not the same missing symbol." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs AutoImageProcessor; not the same symbol or failure path." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure vs missing layer_type_validation in configuration_utils; unrelated import/export regressions." + "reason": "A model-specific image-processor import error is unrelated to missing layer_type_validation in configuration_utils." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation vs rope-param conversion TypeError on JSON-loaded list; both are config-validation related, but distinct bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion with JSON-loaded lists are separate config-validation bugs." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Category-count runtime limit vs Whisper empty-transcription generation failure; unrelated errors." + "reason": "Import slowdowns and unsafe sys.modules access are related to import mechanics broadly, but not the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Slow import behavior vs unsafe sys.modules access in modeling_utils; one is performance, the other is a correctness/safety bug." + "reason": "Category-cardinality RuntimeError and Whisper empty transcription are unrelated runtime failures." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "pip extra omits TensorFlow backend vs generic dependency issue; too broad and not the same defect." + "reason": "Backend packaging for pip install '.[torch]' and a vague dependency issue are not the same underlying problem." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code missing fields in returned AutoConfig vs unrecognized model missing model_type; related to config loading, but not the same underlying issue." + "reason": "Missing fields with trust_remote_code and unrecognized model_type are distinct config-loading failures." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal model loading failure vs auto_mappings stale Sam3LiteText config references; different models and code paths." + "reason": "Phi-4-multimodal load failure and stale Sam3LiteText mappings are different model/config breakages." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure vs Phi-4 multimodal load failure; both model-loading problems, but not duplicates." + "reason": "GLM-4.7-Flash unit-test load failure and Phi-4 multimodal load failure are different models and likely different bugs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal load failure; unrelated." + "reason": "CI stale-test failure is unrelated to model loading problems." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention torch>=2.9 breakage vs incorrect PyTorch version check for AuxRequest import; both mention flex_attention, but the concrete failures differ." + "reason": "Compiled flex_attention failure on torch>=2.9 and an incorrect version check for AuxRequest import are related to flex_attention, but not the same code-path bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline using image processors vs notebook syntax error; completely unrelated." + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head weight tying bug vs Qwen3.5 save_pretrained checkpoint regression; both are model-state regressions, but not the same problem." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression affect different models and different persistence paths." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER inputs vs serve KV-cache indexing crash; unrelated." + "reason": "LayoutLMv2 tokenization/padding crash is unrelated to serve KV-cache tensor indexing." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "trust_remote_code cache-path collision vs lazy cache initialization causing recompilation; both mention cache, but they are different caches and behaviors." + "reason": "Trust-remote-code cache collisions and chunked-prefill cache lazy initialization are both cache-related but not the same failure." } ] }, @@ -11178,29 +11258,29 @@ "issue:46515" ], "soft_pairs": [ - "issue:44295|issue:46506", "issue:27957|issue:35141", + "issue:44295|issue:46506", "issue:43673|issue:46424", "issue:43650|issue:44220", "issue:44016|issue:44220", "issue:43479|issue:45375", "issue:32090|issue:35141", - "issue:43531|issue:45600", "issue:28282|issue:35141", + "issue:43531|issue:45600", "issue:45083|issue:46506", "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:42907|issue:43441", - "issue:43673|issue:44336", + "issue:43381|issue:45593", "issue:44016|issue:44062", "issue:43441|issue:45588", - "issue:43381|issue:45593", - "issue:44792|issue:46424", + "issue:43673|issue:44336", "issue:43901|issue:44496", - "issue:46123|issue:46369", + "issue:44792|issue:46424", "issue:43976|issue:44279", + "issue:46123|issue:46369", "issue:43824|issue:44933", "issue:44496|issue:45759", "issue:43299|issue:45216", @@ -11211,12 +11291,12 @@ "issue:46082|issue:46399", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "fc71e9cb12434d43bdca7f129877441ff0f128cbba8dc0dabacceb5b88693289", + "prepared_review_unit_hash": "58ed34a34b326d6a02ce467802c1c73913b3b20d650222b75553bc00fae31a68", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -11224,7 +11304,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37235, + "serialized_chars": 37233, "estimated_input_tokens": 9309, "estimated_eval_tokens": 18874 }, @@ -11233,204 +11313,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a true duplicate cluster; most items are unrelated model, config, dependency, or documentation regressions. I found no soft-edge pair that is clearly the same underlying bug/change.", - "confidence": 0.31, - "canonical_issue_reason": "issue:44279 is the broadest umbrella item here ('Dependency issue with transformers'), but it is still only a generic version/dependency report and not a clean canonical duplicate target.", + "summary": "No pair looks like a true duplicate or mergeable PR-equivalent; the overlaps are mostly broad subsystem similarity (Qwen, cache, FlashAttention, configs) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "If forced to anchor a cluster, issue:35141 is the most specific and reproducible report, with a clear root cause around `post_init` reinitializing the output embedding after `resize_token_embeddings` when `tie_word_embedding` is false.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44279 is the best representative of the weak shared theme because it is the most general dependency/version incompatibility report in the set.", + "best_issue_reason": "issue:35141 has the strongest signal-to-noise ratio: precise failure mode, narrow code path, and a plausible fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both mention model behavior differences, but one is about position_ids buffer access and the other about CPU/CUDA output divergence; different bugs." + "reason": "FlashAttention support for XLMRoberta is a different bug from embedding reinitialization after resize." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding resize/reinit behavior." + "reason": "Reading a registered `position_ids` buffer is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache terminology, but one is a missing GenerationMixin cache in chunked prefill and the other is a max_cache_length policy bug for quantized cache only." + "reason": "Missing cache in chunked prefill and `max_cache_length` only applying to quantized cache are different cache bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The titles/body content do not describe the same code path; one is a nonspecific report, the other is audio feature extraction." + "reason": "A placeholder title about data is not the same issue as `_torch_extract_fbank_features()` failure." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction are unrelated." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-init issues, but they affect different model families and different missing/default fields." + "reason": "Different config classes and fields; one is default initialization from `None`, the other is a dropped field under `@strict`." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing/post_init reinitialization." + "reason": "`_gpu_broadcast_one` rejecting `NoneType` is a distributed-training bug, not embedding resize reinit." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different bugs." + "reason": "Missing PyTorch import error is unrelated to token embedding reinitialization." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "PyTorch import failure is not the same as token embedding reinitialization." + "reason": "MoE `sliding_window` handling and stale `auto_mappings.py` references are different problems." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different subsystems: feature-extraction length helper vs PPDocLayoutV3 CPU/CUDA inconsistency." + "reason": "A feature-length helper bug in qwen3_omni_moe is not the same as CPU/CUDA result mismatch." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and model loading failure are unrelated." + "reason": "Python-version incompatibility and model-loading failure do not share the same concrete code path." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is different from decoder.embed_tokens not being updated after resize_token_embeddings." + "reason": "Processor/tokenizer regression and decoder embedding resize propagation are different behaviors." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading and PIL processor torchvision dependency are different failure modes." + "reason": "Unrecognized model config and incorrect torchvision requirement in PIL processors are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and text-classification docs mismatch are not the same bug." + "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for `return_all_scores`." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is a different issue from FlashAttention failure on Ministral-3." + "reason": "Saving dequantized models and loading Ministral-3 with FlashAttention are different operations and failures." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Cache missing in generation and ANSI codes in loading_report are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." + "reason": "Notebook syntax error is unrelated to `AddedToken(..., special=...)` argument duplication." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but one is model-specific Ministral loading and the other is an s_aux=None crash in the flash_attention integration; not clearly the same bug." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + "reason": "Both mention FlashAttention, but one is model-loading in v5 RC and the other is an `s_aux=None` crash; not the same bug." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Janus image generation test failure is unrelated to cache max_cache_length handling." + "reason": "Cache/pre-fill behavior and ANSI codes in loading reports are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model loading." + "reason": "Docs mismatch for a pipeline option is not the same as model auto-loading failure." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Partial-batch dropping in MaskGenerationPipeline is not the same as sam3-litetext memory overflow." + "reason": "Janus image-generation test failure does not match cache-length configuration handling." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support breakage and a generic dependency issue are not the same concrete bug." + "reason": "Python support regression and dependency issue are different classes of problem." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped results in the final partial batch and memory overflow are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different import errors." + "reason": "Both are import errors, but they refer to different missing symbols in different modules." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are model-loading/config issues, but one is an unrecognized model type and the other is failure to unwrap text_config in composite Qwen multimodal configs." + "reason": "Unrecognized model config and `from_config` not unwrapping `text_config` are distinct loader-path issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Loading regression for Qwen3VL MoE models and incorrect save_pretrained checkpoint output are different code paths." + "reason": "One is a load regression for Qwen3VL MoE, the other a save_pretrained regression for Qwen3.5." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are related in theme only, not the same bug." + "reason": "A generic dependency issue is not the same as explicit torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not updating decoder.embed_tokens is unrelated to Whisper empty-transcription generation failure." + "reason": "Token-embedding resize propagation and empty-transcription generation after token alignment are different bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args ignored and tie_word_embeddings warning are different problems." + "reason": "Ignored SGD args and a warning about `tie_word_embeddings` are unrelated." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Ministral tokenizer BPE marker handling is unrelated to the unrelated 'ADD THE DATA' report." + "reason": "Tokenizer BPE-marker handling has nothing to do with the unrelated placeholder title." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 apply_rotary_pos_emb registration crash are different model/config bugs." + "reason": "Llama head-dim validation and Qwen3.5 kernel registration crash are different code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic transformers dependency issue is not the same as the PEFT minimum-version bump problem." + "reason": "A dependency issue and an unreleased PEFT version bump are not duplicates." } ] }, @@ -11504,20 +11584,20 @@ "issue:46512" ], "soft_pairs": [ - "issue:41950|issue:45020", "issue:43577|issue:45216", + "issue:41950|issue:45020", "issue:45103|issue:45372", "issue:44351|issue:45278", "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:41950|issue:45823", + "issue:39692|issue:43901", "issue:43299|issue:45357", - "issue:44683|issue:45542", "issue:38175|issue:44617", + "issue:44683|issue:45542", "issue:44242|issue:45200", "issue:43976|issue:45405", - "issue:46082|issue:46512", "issue:44779|issue:45812", + "issue:46082|issue:46512", "issue:43650|issue:46209", "issue:43299|issue:43854", "issue:43479|issue:43525", @@ -11527,16 +11607,16 @@ "issue:44016|issue:44291", "issue:43653|issue:45593", "issue:43441|issue:45834", - "issue:42994|issue:43317", "issue:45081|issue:45907", + "issue:42994|issue:43317", "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "e6814a293f1e0abd672cace1d43c0e77c563144517196337e13c9ecc6d59cd0e", + "prepared_review_unit_hash": "e8e5e1533ad9b08dac67ccc2548ab5d61ad049fb2e92b60a3db811157e3ac135", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -11544,177 +11624,177 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35652, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "serialized_chars": 35647, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated regressions, doc issues, tokenizer bugs, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so I reject all duplicate merges.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report in the set, centered on recent-version breakages and model loading; the others are narrower, model-specific, or unrelated.", + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers issue reports (tokenizers, multimodal processors, configs, serialization, CI, and version regressions). None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45812 is the clearest high-signal standalone report: a broad silent v4\u2192v5 tokenizer regression with concrete impact across all Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the clearest cluster anchor because it describes a general Transformers regression affecting multiple remote-code models, whereas the rest are mostly isolated model/config bugs.", + "best_issue_reason": "issue:45812 has the strongest combination of specificity, impact, and generality to serve as a representative issue for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Different failures: a video-classification pipeline processor lookup bug versus a broad remote_code regression." + "reason": "Both involve save/load or dtype-related behavior, but they affect different model families and different failure modes (Blip2 dtype mismatch vs Qwen3.5 checkpoint serialization)." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Different model families and code paths: BLIP2 dtype handling versus Qwen3.5 save_pretrained serialization." + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression. Same area, different underlying problem." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Unrelated root causes: auto_docstring annotation handling versus Gemma 4 processor-loading import failure." + "reason": "auto_docstring annotation handling and a mistral_common import breakage are unrelated code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "One is a specific HybridCache import error; the other is a broad upgrade report with many import errors but no shared concrete fix path." + "reason": "A missing HybridCache import is a specific symbol issue, while the other is a broad upgrade-related import breakage; not the same bug." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors; not the same bug." + "reason": "Custom processor/tokenizer API regression and DeepSeek tokenization incorrectness are separate failures in different paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Both are documentation-related, but they concern different examples and different API mismatches." + "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Processor selection for video classification is unrelated to Gemma4 PLE device placement in forward." + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale return_all_scores wording are different documentation problems." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.x problems: loading a MoE model versus incorrect save_pretrained visual encoder keys." + "reason": "Qwen3VL load failure and Qwen3.5 save_pretrained key corruption are different stages and different concrete bugs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Compiled flex_attention on new torch versions is unrelated to the TensorFlow backend installation issue." + "reason": "Unexpected zero probabilities in SigLIP2 inference and a Sam3Video CUDA OOM are not the same issue." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "SigLIP2 probability output bug and Sam3Video OOM are different failure modes with no shared code path." + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are completely separate." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating is a different mechanism from Gemma 4 multimodal token ID defaults." + "reason": "Load-balancing loss gating and Gemma4 text-only mm_token_type_ids defaults are different model behavior issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility and PEFT version pinning are separate environment/dependency issues." + "reason": "Python version support breakage and an unreleased PEFT version bump are unrelated release/dependency problems." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "LlamaConfig head_dim validation and stale config.dtype after from_config are distinct config-handling bugs." + "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different tokenizer code paths." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." + "reason": "Head-dimension validation and stale config.dtype after from_config are different configuration semantics." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." + "reason": "A vague data request and FP8 inference on B200 are unrelated." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading issue are different model-loading failures." + "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are different model-specific loading failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing/default fields; not the same defect." + "reason": "Phi4Multimodal default sub-config initialization and Llama4Config missing pad_token_id are separate config bugs." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "All-zero assistant masks and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." + "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are unrelated multimodal behaviors." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to resize_token_embeddings not updating Gemma4 embedding structures." + "reason": "Device-dependent lm_head serialization and Gemma4 resize_token_embeddings propagation are distinct model serialization/shape issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and the Mistral regex patch crash are different tokenizer-loading paths." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading problems." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + "reason": "Notebook syntax error and init_empty_weights unexpected argument handling are not the same bug." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary loss behavior are unrelated subsystems." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different model/runtime bugs." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index errors are separate model-specific issues." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are distinct quantization workflows." + "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated utility bugs." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated repository API issues." + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization lifecycle problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Layernorm epsilon handling in MLA is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same code-path problem." } ] }, @@ -11789,42 +11869,42 @@ ], "soft_pairs": [ "issue:33290|issue:45656", - "issue:44623|issue:44749", "issue:44361|issue:45593", "issue:45600|issue:45712", - "issue:44623|issue:45397", + "issue:44623|issue:44749", "issue:45542|issue:45800", + "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:44016|issue:45823", "issue:44671|issue:44779", - "issue:43441|issue:44683", "issue:43901|issue:43994", - "issue:43673|issue:43761", + "issue:43441|issue:44683", "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:43723|issue:44162", "issue:46291|issue:46399", - "issue:43824|issue:43976", "issue:43901|issue:44246", + "issue:43824|issue:43976", "issue:43525|issue:43643", - "issue:44188|issue:44336", "issue:44589|issue:45362", - "issue:44297|issue:45397", + "issue:44188|issue:44336", "issue:43784|issue:45542", - "issue:44336|issue:44373", + "issue:44297|issue:45397", "issue:41628|issue:43976", + "issue:44336|issue:44373", "issue:44246|issue:44496", - "issue:45561|issue:45563", "issue:45103|issue:46399", + "issue:45561|issue:45563", "issue:44242|issue:45593", - "issue:44295|issue:45397", - "issue:42491|issue:43299" + "issue:42491|issue:43299", + "issue:44295|issue:45397" ], - "prepared_review_unit_hash": "5426b52a7692313a59ad464b87a428749c1606df1f1c841fc6f59b78f902fb6f", + "prepared_review_unit_hash": "e6bf04695a6be3850ada9523cdb692f634166c95854f93093412aff8ac07ac22", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -11832,7 +11912,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36545, + "serialized_chars": 36546, "estimated_input_tokens": 9137, "estimated_eval_tokens": 18530 }, @@ -11841,192 +11921,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This batch is a heterogeneous mix of unrelated import regressions, model-loading bugs, docs/test issues, and backend-specific failures. Under a strict duplicate triage standard, none of the soft pairs are strong enough to merge as the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "If one issue must anchor the set, issue 43299 is the clearest standalone regression report: it is version-specific, names a concrete failing model family, and describes a reproducible load failure. It is not a duplicate of the others, but it is the best representative issue here.", + "summary": "No true duplicate cluster: the pairs mostly share broad subsystems or version/regression language, but they describe different bugs, models, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the set; the items are heterogeneous and do not collapse to one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the strongest issue to keep as the representative of this cluster because it is specific, actionable, and clearly tied to a v5 regression in model loading.", + "best_issue_reason": "Issue 45656 is the most concrete current bug in the set and the clearest candidate for a representative active report, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed and optimizers, but one is an OOM in Adafactor while the other is double optimizer.step calls; different bugs and likely different fixes." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Missing saved processor files and a Chinese report about data-filtering slowdown are unrelated problems." + "reason": "Both involve deepspeed/optimizer behavior, but one is an OOM with Adafactor and the other is a double-step bug; different symptoms and likely different code paths." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "A tokenizer AttributeError on tasks and missing auxiliary losses in D-FINE are different subsystems and failure modes." + "reason": "MLukeTokenizer task failures and D-FINE auxiliary-loss behavior are unrelated model/task bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both concern repository maintenance, but one is stale auto_mappings references and the other is leftover dummy classes; not the same bug." + "reason": "Both are cleanup/CI-ish issues, but one is stale auto_mappings config references and the other is leftover dummy classes; different fixes." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained loading failure." + "reason": "Missing files in processor.save_pretrained and a Chinese report about slower filtering after upgrade are unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "A missing TensorFlow backend due to an install extra is not the same as a torch/transformers version incompatibility." + "reason": "TensorBoard/TensorFlow backend installation issue vs torch/transformers version incompatibility; different environments and failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "One is about TensorFlow not being installed with a torch extra, the other about Python version support in 5.1.0; different root causes." + "reason": "Missing TensorFlow from pip install .[torch] is unrelated to Python 3.9 support in Transformers 5.1.0." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are entirely different problem types." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer incorrect results are different code paths." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both involve attention kernels, but one is FlashAttention on Ministral-3 and the other is flex_attention on torch>=2.9; not the same fix." + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression affect different models and code paths." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "A docs mismatch for return_all_scores is unrelated to incorrect SigLIP2 model/pipeline outputs." + "reason": "A docs mismatch for return_all_scores is not the same as incorrect Siglip2 inference outputs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are distinct regressions." + "reason": "Both mention attention kernels, but Ministral FlashAttention failure and compiled flex_attention failure on newer torch are distinct bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model-specific issues." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing generation cache in chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions in different subsystems." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading failure and ESM2 being broken are not the same bug." + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-loading reports." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "One is an import failure from kernels package version metadata, the other is a Qwen3.5 runtime registration error; different code paths." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "ImportError for Qwen2.5-VL and Python 3.9+ support regression are unrelated." + "reason": "Kernel import dependency validation and Qwen3.5 rotary-pos-emb registration are different kernel-related failures." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs behavior mismatch and intermittent slow import are different issues." + "reason": "Documentation mismatch and intermittent import slowness are not the same bug." }, { - "left": "issue:43643", - "right": "issue:43525", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Missing fields with trust_remote_code and missing pad_token_id are both config-related, but they are not the same failure." + "reason": "Missing Qwen2_5_VL import and Python version support incompatibility are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Attention kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + "reason": "Both mention missing fields, but one is Llama4Config-specific and the other is trust_remote_code AutoConfig behavior; not the same defect." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different problems." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are separate runtime errors." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Gemma-4 zero3 loading are unrelated." + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "A NameError importing sentence-transformers and a missing TensorFlow backend are different import-time failures." + "reason": "Sentence-transformers import NameError and undefined TensorFlow backend error are different import-time issues." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring are not the same underlying issue." + "reason": "Tokenizer config saved with the wrong class and gemma-4 zero3 from_pretrained are different serialization/loading bugs." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Cannot import AutoImageProcessor and Python version incompatibility are unrelated." + "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Intermittent slow import and unrecognized model/config error are different bugs." + "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are not the same bug." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "A pytest-xdist race in testing utils and a stale warning in paged generate do not share the same code path." + "reason": "Import slowdowns and unrecognized model config loading are unrelated issues." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." + "reason": "auto_docstring crashing on future annotations and missing decorator registration for rotary-pos-emb are different code paths." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Load-balancing loss not added for MoE gating and D-FINE auxiliary losses are both loss-related, but they are separate models and code paths." + "reason": "A pytest-xdist file race and a stale generation warning for num_return_sequences are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Position_ids buffer access error and Gemma-4 zero3 loading failure are unrelated." + "reason": "Both concern a missing loss under a flag, but they involve different models and objectives, so they are not the same underlying bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3/MoE regressions on v5, but the model variants and symptoms differ enough that they should not be treated as the same concrete bug." + "reason": "LoRA compatibility across hf4.x/main and Qwen3VL MoE loading on v5 are different version/model-loading regressions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained are distinct failures." } ] }, @@ -12106,21 +12186,21 @@ "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:36246|issue:42757", + "issue:36246|issue:44351", "issue:43550|issue:46506", "issue:44336|issue:46424", - "issue:36246|issue:44351", - "issue:44734|issue:46424", "issue:42886|issue:46132", + "issue:44734|issue:46424", "issue:44779|issue:45292", - "issue:45003|issue:45561", "issue:36246|issue:43596", + "issue:45003|issue:45561", "issue:45859|issue:46399", "issue:43475|issue:46369", "issue:43901|issue:45003", - "issue:44295|issue:44749", "issue:44242|issue:44857", - "issue:43673|issue:44561", + "issue:44295|issue:44749", "issue:43257|issue:45137", + "issue:43673|issue:44561", "issue:44496|issue:45003", "issue:43352|issue:45250", "issue:44162|issue:45200", @@ -12132,12 +12212,12 @@ "issue:44038|issue:46506", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "263e4989cc31a2dc39888d128168303bc97fc1a81e27c631b42be9785e840ba9", + "prepared_review_unit_hash": "eca71f0e8facb1dd84f498ca04cee033702b9482ff1571f9be1655c3d0ec2d51", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -12145,7 +12225,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36811, + "serialized_chars": 36809, "estimated_input_tokens": 9203, "estimated_eval_tokens": 18662 }, @@ -12154,198 +12234,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, cache/offline issues, or docs mismatches. None of the soft edge pairs look like the same concrete bug or change, so all soft edges are rejected. The best canonical issue is a broad internal runtime/import-path bug, but the cluster is too mixed for a strong single representative.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45003 is the broadest internal code-path bug in the set (unsafe `sys.modules` access) and is more central than the many model-specific or user-environment issues, though the cluster overall is not cohesive.", + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific runtime bugs, config/schema issues, cache behavior, and performance reports. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "45003 is the best single representative because it targets a generic framework-level failure mode rather than a single model family or a documentation-only mismatch.", + "best_issue_reason": "No clear best issue representative; the cluster is too diverse to collapse around one root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs Qwen3.5 chat crash; no shared code path or fix." + "reason": "Different Qwen problems: sliding-window behavior vs chat crash." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a modeling_utils sys.modules access issue." + "reason": "Unrelated bugs: Beit fast processor label reduction vs sys.modules access in modeling_utils." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Both involve pipelines/processors broadly, but one is video-classification using image processors and the other is an audio feature extraction issue; different bugs." + "reason": "Different pipelines/features: video-classification processor lookup vs fbank feature extraction." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Tokenizer import/runtime issue and Gemma eos_token_id config mismatch are unrelated concrete failures." + "reason": "Import performance regression is unrelated to Gemma eos_token_id configuration." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; different subsystems and failure modes." + "reason": "ANSI output cleanup is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export issue." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." + "reason": "Different model/runtime paths: torch.compile+SDPA vs CPU/CUDA output mismatch." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI formatting bug vs cache length configuration bug; no overlap beyond being framework issues." + "reason": "Loading-report ANSI codes and cache max length behavior are unrelated." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are distinct import/export regressions." + "reason": "Offline cache loading and AttentionInterface.register behavior are different bugs." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV cache continuation crash in `transformers serve` is not the same as cache config `max_cache_length` being ignored." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + "reason": "KV-cache continuation crash is not the same as cache max_cache_length handling." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenization regression and resize_token_embeddings/output_embeddings mismatch affect different code paths." + "reason": "Tokenizer output changes are unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to pytest-xdist race on captured_info.txt." + "reason": "Qwen import error and DeepSpeed/BertModel zero3 index error are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Qwen2.5-VL image processor import error and Deepspeed ZeRO3/BertModel index error are unrelated." + "reason": "sys.modules access bug is unrelated to xdist captured_info.txt race." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; different Qwen3.5 failures." + "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 Video attribute error and SAM 3 LiteText memory overflow are different model paths and bugs." + "reason": "SAM3 vision output attribute error and SAM3-litetext memory overflow are different failures." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs still mentioning return_all_scores is a documentation mismatch, not the same as unsafe sys.modules access." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Position_ids buffer access error and Chinese performance regression after upgrade are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load balancing loss omission for MoE routing and LwDetrImageLoss AMP crash are separate training issues." + "reason": "MoE load-balancing loss handling is unrelated to LwDetrImageLoss AMP crash." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Generation cache missing in v5 chunked prefill and removal of is_torch_fx_available are both v5 regressions, but they affect different APIs and code paths." + "reason": "Position-ids buffer error and Chinese report of tokenizer slowdown are not the same bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and ZeRO3 deque pop error are not the same bug." + "reason": "Different DeepSpeed issues: Qwen3 MoE weight conversion vs deque underflow in ZeRO3." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to removed is_torch_fx_available compatibility." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access in modeling_utils." + "reason": "Unrecognized model config and sys.modules access are different loading-path problems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron Flash Attention 2 unsupported error and a generic Flash Attention 2 issue are not clearly the same concrete bug." + "reason": "Nemotron FA2 unsupported error is not the same as the generic Flash Attention 2 topic." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific failures." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import/import-time slowdown are unrelated." + "reason": "Audio chat-template sampling rate and import latency are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing deepstack_visual_indexes in config and AutoModelForCausalLM not unwrapping text_config are different composite-config issues." + "reason": "Both are config-handling issues, but one drops a field and the other fails to unwrap text_config." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejecting granite_speech and a missing vision config field are separate configuration-handling problems." + "reason": "Granite_speech strict-loading failure and missing deepstack_visual_indexes are different config-schema problems." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize not updating output embeddings and Whisper empty transcription failure are unrelated." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug and tokenization changes across versions are not the same issue." + "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe transformers 5.0 bug and PPDocLayoutV3 CPU/CUDA discrepancy are distinct model regressions." + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different issues." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of is_torch_fx_available and missing decorator for apply_rotary_pos_emb are different breakages, even if both hit trust_remote_code/Qwen-style models." + "reason": "trust_remote_code breakage from API removal is unrelated to Qwen3.5 rotary registration failure." } ] }, @@ -12427,37 +12507,37 @@ "issue:44479|issue:46170", "issue:44995|issue:45200", "issue:44060|issue:44077", - "issue:45397|issue:45656", "issue:44368|issue:44977", - "issue:45685|issue:46431", + "issue:45397|issue:45656", "issue:43653|issue:44162", + "issue:45685|issue:46431", "issue:43065|issue:43408", "issue:42886|issue:45229", "issue:44995|issue:45588", "issue:43906|issue:46202", "issue:44877|issue:46170", "issue:44368|issue:45563", - "issue:44483|issue:46202", "issue:43931|issue:44368", + "issue:44483|issue:46202", "issue:44188|issue:46202", "issue:45987|issue:46082", - "issue:44188|issue:46421", "issue:45584|issue:46170", + "issue:44188|issue:46421", "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:44749|issue:45656", - "issue:44623|issue:45656", + "issue:43232|issue:43673", "issue:44749|issue:45310", - "issue:43232|issue:43673" + "issue:44623|issue:45656" ], - "prepared_review_unit_hash": "9a65f8456b913940c364d4518766d306afd32bbe7f3cb36cc0d8c478997dc0f0", + "prepared_review_unit_hash": "02765609dac9fb36f369e74921285a4461ae7b660638ffe3b70cd3734bdf0c7c", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -12465,7 +12545,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37298, + "serialized_chars": 37300, "estimated_input_tokens": 9325, "estimated_eval_tokens": 18906 }, @@ -12474,204 +12554,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bag of unrelated bug reports spanning tokenizers, generation/cache, SAM3, Qwen, Gemma, DeepSpeed, serialization, and performance regressions. The soft matches are mostly lexical rather than the same underlying defect, so none should be merged as duplicates.", + "summary": "This is not a true duplicate cluster: the issues span unrelated tokenizer, generation, config, model-loading, and distributed/runtime bugs. No soft edge should be merged. If a representative is forced, issue 43646 is the broadest umbrella, but it still does not cover the rest.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous and the pairs are only loosely similar at a subsystem level.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick one representative, 43646 is the broadest general regression report, but it is not a true duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs Sam3LiteText auto-mapping/CI breakage; unrelated subsystems and failure modes." + "reason": "Different bugs: DeepSpeed ZeRO3 deque IndexError vs stale Sam3LiteText config references in auto_mappings." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention weights/embedding tying, but one is serialization of tied lm_head weights and the other is resize_token_embeddings not updating decoder.embed_tokens; different bugs." + "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure for a specific repo vs tokenizer error masking when protobuf is missing; not the same code path." + "reason": "One is a transformers>=5.1.0 model-loading failure; the other is tokenizer error masking when protobuf is missing." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video/model issues, but one is a missing SAM3 encoder attribute and the other is a Qwen3OmniMoe video-input ValueError." + "reason": "Both are video-related, but they hit different model families and different code paths (SAM3 attribute error vs Qwen3OmniMoe video ValueError)." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video regression vs Windows/ROCm torch.distributed import issue; completely different problem domains." + "reason": "Qwen video-input regression and a Windows ROCm torch.distributed import issue are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; no shared bug." + "reason": "Stale cache/indexer state on second forward is unrelated to mm_token_type_ids default handling." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning bug in Qwen3-Next vs patchtsmixer post_init allowance; unrelated model/config issues." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Both involve DeepSpeed, but one is gemma-4 from_pretrained loading and the other is optimizer.step being called twice; not the same fix." + "reason": "Different concerns: Qwen3-Next tied-weights warning vs patchtsmixer forbidding optional post_init." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie-word-embeddings warning in fine-tuning vs Qwen3.5 flash-attention generation failure; different code paths." + "reason": "A tied-embeddings warning during fine-tuning is not the same bug as flash-attention generation failure." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "MPS histogram on Int in MoE vs missing chat template in processor; unrelated." + "reason": "Gemma-4 zero3 loading and DeepSpeed double optimizer.step are different distributed-training problems." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 broken; no concrete overlap beyond being tokenizer/model reports." + "reason": "Tokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE is unrelated to missing chat template in processor.apply_chat_template." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 dummy Conv2d in pixel decoder vs SAM3 model-type warning when loading tracker; distinct issues." + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type/config mismatch warning." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache/offline loading bug vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash in GlmMoeDsa vs flash_attention AttributeError on s_aux=None; different components." + "reason": "Cache/indexer staleness is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure on \u2581; insufficient evidence of same underlying defect." + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are different bug reports." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config blocking granite_speech loading vs Windows/ROCm distributed import error; unrelated." + "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import errors are unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 tie_word_embeddings warning vs stale paged-generate num_return_sequences warning; not the same bug." + "reason": "A tied-embeddings warning is not the same as a stale paged-generate warning about num_return_sequences." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Chat/completions API rejection vs Gemma pipeline token roundtrip issue; unrelated behavior." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warnings are different loading issues." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embedding warning; different loading problems." + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline tokenizer roundtrip failure." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma \u2581 roundtrip failure; no shared code path." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline token roundtrip behavior." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type regression vs LlamaConfig head_dim validation; unrelated API and config issues." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Attention kernel divergence under compile vs cache lazy-init recompilation; both touch caching/compile broadly but not the same bug." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different API issues." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment vs Windows/ROCm import/dependency issue; unrelated." + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import problem." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention performance/compile behavior, but one is kernel divergence and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder dummy conv vs generation pipeline partial-batch result loss; different models and failure modes." + "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is processor file omission." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrading transformers; no shared underlying defect." + "reason": "MLukeTokenizer AttributeError and a broad slowdown after upgrade are different failures." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformers 5.0 custom model init breakage vs ESM2 broken; too broad and not one concrete bug." + "reason": "A generic Transformers 5.0.0 custom-init regression does not duplicate the ESM2-specific breakage." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Filtering slowdown regression vs double optimizer.step with DeepSpeed; completely different symptoms." + "reason": "Filtering slowdown after upgrade is unrelated to DeepSpeed calling optimizer.step twice." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Missing processor save files vs DeepSpeed optimizer-step duplication; unrelated." + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Generic performance regression vs Qwen3.5 MoE from_pretrained error; different areas." + "reason": "Upgrade slowdown and Qwen3.5 MoE from_pretrained errors are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs cache missing during chunked prefill; both generation-related but not the same bug." + "reason": "Missing processor save_pretrained files is unrelated to the DeepSpeed double-step optimizer issue." } ] }, @@ -12752,9 +12832,9 @@ "issue:45230|issue:45397", "issue:42371|issue:45092", "issue:28282|issue:30990", - "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:43475|issue:45381", + "issue:44038|issue:44623", "issue:45375|issue:45478", "issue:45310|issue:45375", "issue:42994|issue:43525", @@ -12766,8 +12846,8 @@ "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:42673|issue:43704", - "issue:44945|issue:45753", "issue:45081|issue:45103", + "issue:44945|issue:45753", "issue:42994|issue:43824", "issue:44222|issue:45310", "issue:44038|issue:45310", @@ -12777,12 +12857,12 @@ "issue:43278|issue:45137", "issue:42175|issue:44933" ], - "prepared_review_unit_hash": "c834536b45f8510689f2cfa8536c4377f98f6ba2657c0f968deccab5565cc1a9", + "prepared_review_unit_hash": "fd4ec3cc96f35af14eb45a71c652f0bc093014675ce612856b1a0adc116e5abf", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -12790,7 +12870,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36731, + "serialized_chars": 36729, "estimated_input_tokens": 9183, "estimated_eval_tokens": 18622 }, @@ -12799,204 +12879,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated transformer issues. The only clear exact duplicate is the Qwen3ForCausalLM VRAM leak pair, with a smaller Qwen3.5-Moe loading/config subgroup that appears related.", - "confidence": 0.79, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it has an exact duplicate (issue:43704) and a clear, narrowly scoped bug report; most other items are unrelated one-offs.", + "summary": "The cluster is mostly heterogeneous, with one clear duplicate issue pair and several loosely related transformer/model-loading bugs that should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42673 is the clearest canonical anchor: it has an exact duplicate in issue:43704 and a fuller discussion, while most other items are unrelated or only broadly similar.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set: exact duplicate evidence, specific reproduction, and higher confidence than the looser soft matches.", + "best_issue_reason": "issue:42673 is the best single issue to keep as representative because it is a concrete, well-scoped bug report with an exact duplicate and stronger signal than the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different bugs: Gemma eos-token config inconsistency vs AttentionInterface.register behavior change." + "reason": "Different problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading on transformers v5." + "reason": "Both involve model I/O, but one is quantized saving and the other is a Qwen2.5-GGUF load failure." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but they target different models and failures; not the same underlying bug." + "reason": "Both are tokenizer/decoding regressions, but they affect different code paths and models." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video missing attribute vs trust_remote_code/AutoConfig field loss are unrelated." + "reason": "Missing attribute on SAM 3 video output is unrelated to trust_remote_code dropping fields in AutoConfig." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs a specific gemma-4 zero3 loading failure; no shared concrete bug." + "reason": "Generic bug report vs a specific Gemma-4 zero3 from_pretrained failure." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Different issues: backend extras missing TensorFlow vs InternVL2 meta-init incompatibility." + "reason": "TF32 settings are unrelated to remote-code/meta-initialization incompatibility." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel PyTorch ImportError and Sentence Transformers loading hang are not the same bug." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe/version bug vs missing files in processor.save_pretrained; unrelated." + "reason": "PyTorch-missing ImportError and a Sentence Transformers loading stall are different failure modes." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but they concern different symbols and likely different API breakages." + "reason": "Both are import errors, but for different symbols and different underlying API exposure issues." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different model families and different symptoms; not a duplicate." + "reason": "Different model families and symptoms: missing SAM 3 field vs wrong qwen2.5-vl video position ids." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5-Moe loading/config area on transformers>=5.4.0; 45375 identifies a missing config field that plausibly explains the from_pretrained failure." + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough evidence they are the same bug." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same underlying Qwen3.5-Moe loading failure; 45375 provides the likely root cause for the generic from_pretrained error in 45310." + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one reports from_pretrained failure and the other a missing vision config field." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure is unrelated to a Llama4Config pad_token_id attribute error." + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Importing sentence-transformers with latest transformers and Qwen3.5 kernel registration are unrelated." + "reason": "sentence-transformers import NameError and a Qwen3.5 kernel registration crash are different code paths." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are different bugs." + "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 vs continue_final_message on mistral_common are different code paths." + "reason": "AutoTokenizer loading issue and mistral_common continue_final_message bug are different tokenizer problems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing attribute and Gemma pipeline roundtrip on \u2581 are not the same issue." + "reason": "Gemma4Processor missing _tokenizer is not the same as Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + "reason": "Generation kwargs sync issue and attention-kernel divergence under torch.compile are different bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading bug vs pipeline-parallelism output mismatch; different concrete failures." + "reason": "Quantization offloading behavior and incorrect outputs under pipeline parallelism are not the same defect." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports (AutoImageProcessor vs HybridCache), so not the same bug." + "reason": "Both are import errors, but they concern different missing exports and different API regressions." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same VRAM leak report in Qwen3ForCausalLM with multiple dataloader threads; this is a clear duplicate." + "reason": "Exact same bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Pipeline parallelism output issue vs Qwen3.5 image-triggered infinite loop; different symptoms and likely different fixes." + "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." + "reason": "Pipeline-parallel output corruption is not the same as Qwen3_5 image-induced infinite loop." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Saving quantized models and missing Qwen2.5-VL import are different problems." + "reason": "Quantized save failure and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5-Moe from_pretrained error are different directions and not clearly the same bug." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained error are adjacent but not clearly the same underlying bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/MoE, but the model families and failure modes differ enough that they should stay separate." + "reason": "Different model variants and failure surfaces: Qwen3-VL-Moe bug vs Qwen3.5 MoE load error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different regressions." + "reason": "Two import errors, but for different missing symbols and different regressions." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus issue and janus image-generation test failure are unrelated." + "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained moe are different FP8 bugs." + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained failure are different problems." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype change during eval and ZeRO3 deque pop error are unrelated." + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO3 deque errors." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TF backend install issue and missing image_utils import are separate problems." + "reason": "TF backend packaging issue is unrelated to missing image_utils exports." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The exact duplicate Qwen3ForCausalLM VRAM-leak pair is supported by identical titles, and the Qwen3.5-Moe subgroup is framed cautiously as related rather than definitive duplicates. The soft-edge rejections are also generally restrained and consistent with the issue titles." + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is supported by the identical title and higher discussion activity on 42673, and the other soft-edge rejections avoid overclaiming shared cause." }, "evaluator_used": true, "retried": false, @@ -13082,9 +13162,9 @@ "issue:42222|issue:45200", "issue:43479|issue:44079", "issue:43874|issue:45092", - "issue:44016|issue:46231", - "issue:42898|issue:45812", "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:44016|issue:46231", "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:44734|issue:45103", @@ -13092,19 +13172,19 @@ "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:42898|issue:43295", - "issue:45405|issue:45712", "issue:27957|issue:30333", - "issue:44060|issue:45125", + "issue:45405|issue:45712", "issue:30333|issue:34689", - "issue:44222|issue:44297", - "issue:44933|issue:45712" + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "a16b3a51b4dd9b92111032a3fb7c03b59a6f775d3f22101274e4a2cf226ef441", + "prepared_review_unit_hash": "593701627c610e8bb98df941ba1210286a5fd81c662eeac9d326dc52e1ce073a", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -13112,201 +13192,207 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37225, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft edges are mostly false positives: the items span unrelated bugs, regressions, model-specific failures, and docs/testing issues. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: this is a heterogeneous set of unrelated reports, not one duplicate cluster.", + "summary": "This cluster is largely heterogeneous: most items are unrelated bugs/regressions across different models, configs, tests, and docs. A small subset concerns tokenizer/v5 behavior, but none of the soft pairs look like the same underlying issue or a mergeable PR duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the set spans many unrelated subsystems, so it cannot be deduped to one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 is the strongest standalone report here: it is active, clearly scoped, and has concrete reproduction/triage value.", + "best_issue_reason": "If forced to pick a representative, issue:42898 is the closest theme anchor because several other items are tokenizer/v5 regressions, but it still does not represent the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated problems: model config resolution vs a pytest-xdist file race." + "reason": "Unrecognized model/config loading vs pytest-xdist file-race in tests; unrelated bugs." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different concerns: dependency/backend packaging vs leftover dummy classes leaking into API surface." + "reason": "Packaging extras backend omission vs leftover dummy classes cleanup; different problems." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different code paths: BEiT legacy-field loading failure vs testing-utils race condition." + "reason": "Legacy BEiT preset loading vs test utility race on captured_info.txt; unrelated." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Packaging/CI mapping cleanup is unrelated to the captured_info.txt worker race." + "reason": "Test-file race vs stale auto_mappings references; different code paths." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Different failures: Python-version compatibility vs a missing import from image_utils." + "reason": "Python version support bug vs missing import from image_utils; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failure is unrelated to an OOM in deepspeed+adafactor." + "reason": "MLflow reporting after failure vs deepspeed Adafactor OOM; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformer loading stall is unrelated to tied-embedding reinitialization." + "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; not the same issue." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask behavior and generation batching are separate issues." + "reason": "Gemma4 attention-mask bug vs pipeline final partial-batch handling; distinct failures." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in MIMI is unrelated to MoE load-balancing loss gating." + "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model behaviors." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens BOS/EOS handling; not the same bug." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file output is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug is unrelated to Whisper word-timestamp decoding crash." + "reason": "Config None default initialization vs Whisper word-timestamp decode crash; unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: vitpose breakage vs Gemma 4 multimodal token defaults." + "reason": "Broken vitpose model loading vs Gemma4 mm_token_type_ids defaulting; different issues." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config initialization and ModelOutput key assignment are distinct bugs." + "reason": "Config default construction vs ModelOutput key assignment bug; unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Image processor missing method and remote-code meta-init incompatibility are different issues." + "reason": "Missing image-processor method vs InternVL2 meta-init incompatibility; distinct multimodal loading bugs." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Notebook syntax error is unrelated to a docstring parameter-name mismatch." + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizers in v5, but one is cleanup-space behavior and the other is wrong token IDs for Granite." + "reason": "Both are tokenizer regressions, but they affect different models and code paths; not the same underlying fix." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to missing Qwen2.5-VL export." + "reason": "Notebook syntax error vs docs parameter-name mismatch; not duplicates." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure is not the same bug as add_special_tokens not adding BOS/EOS." + "reason": "AutoTokenizer v5 loading issue vs add_special_tokens behavior change; related domain, but different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "DeepSeek tokenizer correctness regression is separate from clean_up_tokenization_spaces behavior changes." + "reason": "Tokenizer regression themes, but clean_up_tokenization_spaces and DeepSeek codec behavior are different failure modes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache tensor indexing crash is unrelated to auto_docstring handling of future annotations." + "reason": "Serve KV-cache tensor indexing crash vs auto_docstring future-annotations crash; unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation typo." + "reason": "SGD args ignored vs documentation parameter naming; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization, but one is space-cleanup behavior and the other is Kimi-K2.5 codec handling; distinct bugs." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access and double optimizer-step behavior are different code paths." + "reason": "Position_ids buffer access error vs deepspeed double optimizer step; unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are regressions, but one is tokenizer cleanup semantics and the other is processor/tokenizer image-handling compatibility." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Released-version dependency bump is unrelated to dummy class cleanup." + "reason": "Tokenizer cleanup regression vs processor.tokenizer/image-passing regression; same broad version area, different code paths." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to MLFlow reporting on failed training jobs." + "reason": "XLMRoberta Flash Attention 2 support vs MLflow reporting failure; unrelated." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different Qwen models and different bugs: tied-weights warning vs missing tensor-parallel plan." + "reason": "PEFT version pin issue vs dummy class cleanup; unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-failure reporting is unrelated to Llama 3.2 vision model loading regression." + "reason": "MLflow job-state reporting vs Llama 3.2 vision model loading regression; different bugs." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FP8 model save_pretrained and tokenizer save_pretrained are separate functionality bugs." + "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family but not the same fix." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils and dummy_pt_objects leakage are both import-related but not the same underlying defect." + "reason": "Missing import from image_utils vs dummy PT objects cleanup; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch on save_pretrained; different components." } ] }, @@ -13380,12 +13466,12 @@ ], "soft_pairs": [ "issue:30333|issue:36331", - "issue:44297|issue:45656", "issue:30333|issue:35141", + "issue:44297|issue:45656", "issue:43479|issue:43644", - "issue:42831|issue:44623", "issue:22355|issue:28282", "issue:44448|issue:46132", + "issue:42831|issue:44623", "issue:44222|issue:44623", "issue:42796|issue:43723", "issue:45245|issue:46132", @@ -13393,13 +13479,13 @@ "issue:43475|issue:46305", "issue:44297|issue:45310", "issue:45071|issue:46082", - "issue:44263|issue:45092", - "issue:46209|issue:46431", "issue:45381|issue:46305", + "issue:46209|issue:46431", + "issue:44263|issue:45092", "issue:43122|issue:46209", - "issue:44373|issue:44485", "issue:43723|issue:44977", "issue:44222|issue:44484", + "issue:44373|issue:44485", "issue:44206|issue:45103", "issue:43232|issue:46424", "issue:44734|issue:46421", @@ -13411,12 +13497,12 @@ "issue:44261|issue:45092", "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "0afe9fca69fbba134532e4f3539a31d60e012e78da06e16565b27892deb6f476", + "prepared_review_unit_hash": "ca097c9ae9056261f27dec86428bd560c28694a7793abd80e6e11e1993abec41", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -13433,198 +13519,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain any true duplicate pairs; most items are unrelated regressions or model-specific bugs. The most representative single issue is the broad v5 API regression around `PretrainedConfig` type checking.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45071 is the broadest, most cluster-like report: a generic Transformers v5 regression affecting core config handling rather than one model or niche code path.", + "summary": "These issues are a heterogeneous grab-bag of unrelated Transformers bugs/regressions; none of the soft pairs look like true duplicates or the same underlying fix. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46305 is an active open report with strong discussion/inbound references and a crisp, reproducible bug description; among this mixed set it is the best anchor, though the cluster is not actually a duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best representative issue for the cluster because it captures a wide, central v5 breaking change and is more reusable as an umbrella than the model-specific reports.", + "best_issue_reason": "issue:46305 has the clearest current bug report and the strongest signal as an open, actively referenced issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow failure reporting vs CustomTrainer loss-signature incompatibility are different trainer bugs." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer config mismatch on save is unrelated to a deepspeed double optimizer-step issue." + "reason": "Different subsystems: MLflow job status reporting vs a Trainer signature regression." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job MLflow status and embedding reinitialization are separate training/model state problems." + "reason": "Unrelated problems: MLflow reporting vs embedding reinit after resize." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Multimodal config initialization bug is unrelated to non-persistent buffer junk values." + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed double optimizer stepping." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FP8 accuracy problems and missing processor files on save_pretrained are different defects." + "reason": "Multimodal config initialization bug vs non-persistent buffer serialization bug." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing `transformers.onnx` module and missing PyTorch dependency are distinct import issues." + "reason": "Different import errors with different causes: missing transformers.onnx vs missing PyTorch." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface registration behavior are not the same code-path problem." + "reason": "Model output regression vs AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MOE save_pretrained behavior does not match processor artifact omission." + "reason": "Both mention save_pretrained, but one is FP8 model save behavior and the other is processor file emission." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling is a model-specific tokenization bug, not a general AutoTokenizer import/load failure." + "reason": "Tokenizer BPE marker handling and AutoTokenizer loading errors are different tokenizer bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface registration behavior are unrelated." + "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing `AutoImageProcessor` import and missing `is_offline_mode` import are separate dependency/API breakages." + "reason": "Different missing-import failures from different packages and code paths." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing output attribute and MoonshineStreaming window off-by-one are different model logic bugs." + "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming sliding-window off-by-one are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class saved incorrectly and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Tokenizer_class save metadata bug is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Generic config type-checking regression and LlamaConfig head_dim validation are different config constraints." + "reason": "Both involve config validation, but they are different constraints and failure modes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "torch.split return handling in an indexer is unrelated to remote-code checkpoint meta-initialization compatibility." + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to streaming mask window sizing." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 B200 inference failure and missing chat template in processor.save_pretrained are unrelated." + "reason": "FP8 inference on B200 and missing chat template are distinct issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Qwen2.5-VL vision position IDs and MoonshineStreaming frame-window masking are different bugs." + "reason": "DSA indexer split-return bug is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output drift across versions is unrelated to FP8 inference on B200 hardware." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Wrong docstring for `position_ids` is documentation-only and not the same as GLM-5 RoPE implementation behavior." + "reason": "Tokenization regression and FP8 B200 inference failure are different code paths." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different failure modes." + "reason": "Tokenizer loading regression vs flash-attention generation bug are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MOE save_pretrained behavior is unrelated to the 50GB shard-size question." + "reason": "FP8 MoE save_pretrained bug is not the same as max_shard_size documentation/behavior question." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and GLM-5 RoPE implementation issue are not the same underlying bug." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Local dataset loading in an example script and auto_docstring crashes from future annotations are unrelated." + "reason": "Feature extractor center-arg crash and auto_docstring annotations crash are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length handling are different cache/generation behaviors." + "reason": "Different generation/cache bugs: sync_gpus kwargs update vs max_cache_length honoring." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "KV-cache continuation indexing in serve and lazy cache initialization recompilation are separate runtime issues." + "reason": "Serve KV-cache tensor indexing crash and chunked-prefill recompilation are different cache problems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Example script dataset loading and LlamaConfig validation are unrelated." + "reason": "Local dataset loading issue is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state update after sync_gpus and Kosmos2.5 OCR index errors are different problems." + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index overflow." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading `position_ids` after buffer registration and processor save_pretrained file omissions are unrelated." + "reason": "Position_ids buffer read error is unrelated to missing files in processor.save_pretrained." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "General tokenizer loading failure and inconsistent eos_token_id configuration are different tokenizer/model config bugs." + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return values in the indexer and missing ReLU in the DSA indexer are unrelated implementation details." + "reason": "Same component family, but split return values vs missing ReLU are separate DSA-indexer defects." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue and remote-code meta-init incompatibility are different model initialization bugs." + "reason": "RMS norm epsilon precision issue is unrelated to meta-init checkpoint incompatibility." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are unrelated." + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys are different Qwen3.5/InternVL bugs." } ] }, @@ -13698,10 +13784,10 @@ "issue:46402" ], "soft_pairs": [ - "issue:44279|issue:46328", "issue:30990|issue:38175", - "issue:42907|issue:46050", "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:44829|issue:46002", @@ -13711,30 +13797,30 @@ "issue:43479|issue:44913", "issue:22355|issue:27957", "issue:43408|issue:46402", - "issue:42831|issue:45753", "issue:42757|issue:45278", "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:42886|issue:43066", - "issue:27957|issue:30990", "issue:44368|issue:46305", + "issue:27957|issue:30990", "issue:42796|issue:43122", "issue:43232|issue:45593", "issue:43408|issue:46369", "issue:42886|issue:42994", - "issue:44188|issue:44373", "issue:43576|issue:43784", "issue:43550|issue:46132", "issue:43646|issue:46002", + "issue:44188|issue:44373", "issue:42371|issue:44263", "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "afe1a987632ba01ebbecbdf503618f74344e4f7269723e0a720f739aa58a8e1c", + "prepared_review_unit_hash": "1fb361f47105c261bd86ab5cc9c02c393d7138695b317b7bba0d58f3a325707b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -13742,201 +13828,201 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36235, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated Transformers issues; none of the soft-similarity pairs are close enough to treat as the same bug, so all soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a credible canonical for this set: the reports span distinct import errors, tokenizer regressions, quantization/saving problems, attention/kernel bugs, config issues, and serving failures.", + "summary": "This cluster is a broad mix of unrelated Transformers issues; the soft links mostly reflect superficial similarity in wording (tokenizers, imports, version regressions, model-specific bugs) rather than the same underlying defect. I would not merge any of the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs and regressions across imports, tokenizers, quantization, configs, and model-specific behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out as a duplicate hub; the collection does not represent one underlying defect family.", + "best_issue_reason": "issue:43122 is the strongest representative because it is a concrete tokenizer-regression report with cross-version impact and sits closest to several other tokenizer-related reports, though it is not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Different problems: a generic dependency issue vs a SequenceFeatureExtractor padding performance regression." + "reason": "Different failures: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Different models and symptoms: loading hangs vs zero probabilities in siglip2-base-patch16-224." + "reason": "Unrelated bugs: non-persistent buffer junk in v5 vs an off-by-one streaming mask window." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve saving/loading quantized models, but the quantization methods and failure modes are different." + "reason": "Both are quantization/save-load issues, but they involve different quantization stacks and different concrete failures." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Unrelated bugs: non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one." + "reason": "Dependency complaint vs a SequenceFeatureExtractor.pad performance regression; not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different issues: FineGrainedFP8 accuracy degradation vs a Qwen3.5-MoE from_pretrained error." + "reason": "Different model/problem: FineGrainedFP8 accuracy drift vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A functional torch.split bug is not the same as a docstring typo." + "reason": "Code bug in GlmMoeDsaIndexer vs a docstring issue; not a duplicate." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different failure classes: degenerate training with flash_attention_3 vs NaNs after checkout/init." + "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs on checkout/init." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different code paths: chat-completions request handling vs a Gemma4Processor missing _tokenizer attribute." + "reason": "Chat-completions API rejection vs a Gemma4Processor attribute crash in serve; distinct failures." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different model APIs." + "reason": "Different missing imports for different symbols; same broad theme but not the same bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model-specific bugs: FP8 accuracy vs Qwen3-VL-Moe behavior on Transformers 5.0." + "reason": "Different model-specific regressions: FP8 accuracy issue vs Qwen3-VL-Moe behavior." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config default initialization on None is unrelated to rotary_pct not persisting on reload." + "reason": "Different config persistence bugs affecting unrelated fields/models." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text encoder weights; not the same bug." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Different symptoms and paths: FP8 accuracy issues vs an infinite loop on a specific image." + "reason": "Same model family, but different symptoms: wrong model-type warning vs text encoder weights not loading." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing huggingface_hub symbol is not the same as a broad upgrade-related import breakage." + "reason": "Generic import failures after upgrade are too broad; these are not the same concrete missing-symbol bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No relation between an ONNX import failure and tokenizer spacing after added tokens." + "reason": "Import error vs tokenizer spacing behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different defects: FP8 accuracy issue vs an image-triggered infinite loop." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset_mapping and the other is missing BOS/EOS insertion; different underlying defects." + "reason": "Both tokenizer-related, but one is offset mapping and the other is special-token insertion on a different model." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to the v5 tokenizer decoder-type regression." + "reason": "Offline cache loading bug vs wrong tokenizer decoder type in v5; different failure modes." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and a Sentence Transformers loading hang are different issues." + "reason": "Fine-tuning warning about tie_word_embeddings vs a streaming sliding-window off-by-one." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "A training warning about tie_word_embeddings is unrelated to a streaming mask off-by-one error." + "reason": "Different model-specific issues: Flash Attention 2 support vs Sentence-Transformers loading hang." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Similar theme, but one is a specific tokenizer/BPE-marker bug and the other is a cross-version tokenization change; not clearly the same defect." + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (BPE markers vs version-to-version tokenization change)." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-state bookkeeping and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM3 family, but the bugs are different: model-type warning vs memory overflow." + "reason": "Different SAM3 problems: warning/model-type mismatch vs memory overflow." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Attention-kernel divergence on torch.compile is unrelated to a docstring issue." + "reason": "Offline tokenizer cache loading vs quantized model saving failure; not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI env command is not the same as a sentence-transformers import NameError." + "reason": "Transformers env CLI breakage vs sentence-transformers import NameError; unrelated." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "Both touch attention internals, but one is a Bamba SDPA torch.compile bug and the other is a registry behavior change." + "reason": "Attention-related, but one is a Bamba torch.compile/SDPA failure and the other is API behavior of registered attention functions." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization regression and NaNs in classification heads are different failures." + "reason": "Both involve initialization, but one is junk non-persistent buffers and the other is NaNs in classification heads." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different areas entirely: torch.compile attention-kernel divergence vs a docstring correction." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split indexing bug are unrelated." + "reason": "TF32 settings guidance vs a torch.split return-value issue; unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision bug from missing rms_norm_eps is unrelated to a docstring mismatch." + "reason": "Precision/config bug in MLA q_a_layernorm vs a docstring issue; not duplicates." } ] }, @@ -13961,6 +14047,7 @@ "cluster_id": "cluster-10000-464", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", "issue:30990", "issue:33357", @@ -13976,7 +14063,6 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43493", "issue:43756", "issue:43784", "issue:43824", @@ -14006,29 +14092,28 @@ "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46326" ], "soft_pairs": [ "issue:44117|issue:44704", - "issue:44295|issue:44297", "issue:42907|issue:44945", + "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:39401|issue:44488", "issue:43784|issue:45600", - "issue:43976|issue:44945", + "issue:39401|issue:44488", "issue:42907|issue:43937", + "issue:43976|issue:44945", "issue:42907|issue:44964", - "issue:44360|issue:44485", "issue:44704|issue:45290", + "issue:44360|issue:44485", "issue:39401|issue:44521", "issue:43122|issue:44521", "issue:43122|issue:46326", "issue:44625|issue:44829", - "issue:44038|issue:44297", "issue:43116|issue:45200", + "issue:44038|issue:44297", "issue:43408|issue:43475", "issue:42907|issue:43452", "issue:44038|issue:44295", @@ -14041,228 +14126,228 @@ "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:42175|issue:44938", - "issue:43493|issue:45753" + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "2d66f50f09ed3f7e17d29447cc13ec4588baafe1e18e48eacbbd5b171a3859ff", + "prepared_review_unit_hash": "a915efb201758ba6f8b4ab628f0df08e1a7da37f0c60da38f5ba14cb7ef20446", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36373, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, import/runtime breakages, model-loading issues, and a few training/serialization bugs. None of the soft pairs look like true duplicates, so I would not merge any of them.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, centered on post-upgrade import breakage and closest to the cluster\u2019s general regression theme.", + "summary": "These items are mostly unrelated issue reports with some superficial textual similarity around tokenizers, imports, and model-family regressions. I found no soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44038 is the most central anchor in this set because it has the strongest connectivity to other candidates, but it still represents a distinct Qwen3-VL-Moe regression rather than a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative single issue in the set because it captures a user-facing version-regression/import-failure pattern rather than a very narrow model-specific symptom.", + "best_issue_reason": "issue:44038 is the best single issue to represent the cluster only as a bookkeeping anchor; it is the most connected item, though the surrounding pairs are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Different bugs: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "Both involve from_pretrained-related code paths, but one is a tokenizer mapping fallback bug and the other is an AutoProcessor kwargs plumbing issue; different failure modes and fixes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Different surfaces: a position_ids buffer access error vs tokenizer_class mismatch in tokenizer_config.json." + "reason": "Saving dequantized models and incorrect pipeline-parallel generation output are unrelated bugs affecting different code paths." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "One is about saving dequantized Ministrals/Devstrals; the other is incorrect output under pipeline parallelism." + "reason": "One is about reading a registered position_ids buffer, the other about tokenizer_config.json writing the wrong tokenizer_class; no shared bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and models: loading hang vs MacOS bus error with a CLIP model." + "reason": "Loading hangs for Sentence Transformers and a MacOS bus error on a CLIP model are different runtime failures." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer loss and an incorrect tied-weights warning are unrelated code-paths." + "reason": "These are separate model-specific regressions: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing AutoImageProcessor export while the other is a broad upgrade regression with many import errors." + "reason": "A missing AutoImageProcessor import and a broad set of import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The first is a NameError during sentence-transformers import; the second is a CI break from removed Sam3LiteText config references." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping is unrelated to loading failure for cjvt/sleng-bert." + "reason": "Wrong offset mappings for Qwen3 tokenization and failure to load a specific tokenizer/model are distinct tokenizer issues with different symptoms." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Dequantized save failures and GLM-5 generation config validation are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility failure is not the same bug as incorrect output from pipeline parallelism." + "reason": "Python version compatibility for Transformers 5.1.0 is not the same problem as incorrect outputs under pipeline parallelism." }, { "left": "issue:42907", - "right": "issue:43937", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are distinct failure modes." + "reason": "Saving dequantized models is unrelated to loading a Phi-4 multimodal model." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Model-save corruption and inability to load Phi-4 multimodal are different issues." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are different API bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer missing ReLU is unrelated to the GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Kwarg forwarding in AutoProcessor and chat-template crashes with tool-call messages are separate paths." + "reason": "A discussion about the DSA indexer and GLM-5 RoPE implementation are not the same bug or change." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant_masks are different tokenizer/template bugs." + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are separate tokenizer/template behaviors." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "A version-to-version tokenization change is not the same as multimodal assistant mask generation." + "reason": "Tokenizer regression across versions and zero assistant masks for multimodal inputs are different issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one reports changed tokenization across versions while the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Both concern tokenization, but one is a version-to-version regression while the other is a mistral_common continue_final_message bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training collapse are unrelated model behavior bugs." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are different model/config problems." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe load issues are not the same as tokenizer_class metadata mismatch on save." + "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are different example/model issues." + "reason": "Qwen3-VL-Moe loading/compatibility issues and tokenizer save_pretrained metadata mismatch are different bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A sam3_video/sam3_tracker type warning is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." + "reason": "A model-type warning and a missing fpn_position_embeddings attribute are separate SAM 3 Video problems." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized-model saving and gguf_file breaks in from_pretrained are distinct problems." + "reason": "Dequantized save failures and gguf_file breakage in AutoTokenizer/AutoModel loading do not describe the same code-path." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer access do not share the same root cause." + "reason": "One concerns Qwen3-VL-Moe loading behavior; the other is about accessing a registered position_ids buffer." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "A Qwen3-VL-Moe bug is not the same as FP8 save_pretrained behavior for moe models." + "reason": "Qwen3-VL-Moe import/load regressions and FP8 save_pretrained behavior are different issues despite both mentioning MoE." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different missing-export/import issues." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are unrelated import errors." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; too different to merge." + "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error; same model family, but not the same concrete bug." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: generic version-drift tokenization vs Deepseek-specific incorrect outputs in v5." + "reason": "Different tokenizer regressions on different models and code paths; not a duplicate." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "A missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + "reason": "A missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different imports from different packages." + "reason": "Missing is_offline_mode in huggingface_hub and missing HybridCache in transformers are separate import problems." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bugs and multi-label classification empty outputs are unrelated." + "reason": "Tensor parallel training bugs and a multi-label classification example script issue are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as incorrect pipeline-parallel LLM output." + "reason": "A dtype change between train and evaluate and incorrect pipeline-parallel outputs are different problems." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing tensorflow in the torch extra and Python 3.14 load failure are separate environment problems." + "reason": "Missing TensorFlow backend support in an install extra is unrelated to Python 3.14 load failures." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model bugs." + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue are not the same bug." } ] }, @@ -14286,8 +14371,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:22355", - "issue:29127", "issue:33453", "issue:38617", "issue:39401", @@ -14316,6 +14399,7 @@ "issue:44291", "issue:44355", "issue:44380", + "issue:44466", "issue:44485", "issue:44625", "issue:44704", @@ -14330,251 +14414,259 @@ "issue:45478", "issue:45563", "issue:45588", + "issue:45753", "issue:46002", "issue:46077", "issue:46231", "issue:46328" ], "soft_pairs": [ - "issue:22355|issue:29127", - "issue:44188|issue:46328", - "issue:43937|issue:44485", + "issue:43493|issue:45753", "issue:38617|issue:45278", - "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:44188|issue:46328", "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", "issue:43992|issue:44704", "issue:42371|issue:43874", - "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44355|issue:46231", "issue:44038|issue:45478", - "issue:44625|issue:46002", "issue:43976|issue:45446", + "issue:44625|issue:46002", "issue:44075|issue:44936", "issue:45357|issue:45478", - "issue:42222|issue:43441", "issue:43116|issue:43825", + "issue:42222|issue:43441", "issue:45083|issue:45446", "issue:42673|issue:42796", "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:33453|issue:39401", - "issue:43827|issue:45446", "issue:44380|issue:46077", + "issue:43827|issue:45446", "issue:44117|issue:45588", - "issue:43673|issue:46328", - "issue:44291|issue:45071", "issue:39401|issue:44779", - "issue:42673|issue:43906" + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:44466|issue:46002", + "issue:43673|issue:46328" ], - "prepared_review_unit_hash": "6c06a2547cf2c477cc7e0469b4d98bc13d247bb06b9eb6d8816a90bcb1b360d0", + "prepared_review_unit_hash": "23fbb76892eba06c4507d1be33cb6b8e7683736a6297e1becbd05062d9e0b076", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36449, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 31, + "serialized_chars": 36795, + "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 highly heterogeneous: most items are unrelated regressions across different subsystems/models. No soft pair looks like a true duplicate with the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 45278 is the broadest umbrella (version-upgrade/import breakage), but it is not a true duplicate of most others.", + "summary": "These items are mostly unrelated regression reports across tokenizers, model-specific failures, training, docs, and config validation. I found no soft pair that clearly describes the same underlying bug/change closely enough to merge; all candidate duplicate links are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it describes post-v5 import breakages, but the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and triage-friendly report in an otherwise scattered set, so it is the best single issue to keep as the cluster representative.", + "best_issue_reason": "issue:45278 is the most generally useful umbrella report among otherwise unrelated issues, though it is not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Unrelated topics: missing transformers.onnx module vs LayoutLMv3 validation message clarity." + "reason": "Both are Qwen3.5-related, but one is a SigLIP2 implementation discrepancy and the other is an image-triggered infinite loop; different failure modes and code paths." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different bugs in different code paths: torch.compile attention branching vs SequenceFeatureExtractor.pad performance." + "reason": "45278 is a broad upgrade report, while 38617 is one specific missing import symbol; not clearly the same underlying bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both involve GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; not the same bug." + "reason": "One is invalid GenerationConfig handling, the other is a RoPE implementation discussion; unrelated model behavior." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "45278 is a broad import-regression report, but 38617 is a specific missing symbol import error; too coarse to merge." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM threading is unrelated to BF16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizer failures and different models." + "reason": "Both involve tokenizers in v5, but one is decoder type selection and the other is Deepseek tokenization output regression; too different to treat as one bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatches in inference." + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different loading paths and symptoms: UMT5Encoder weight loading vs AutoProcessor kwargs forwarding." + "reason": "Missing embed_tokens.weight during load and AutoProcessor kwargs not reaching cached_file are separate loading paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API migration complaint vs missing multimodal image-patch method; unrelated." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Model loading with base_model_prefix vs NaNs in classification heads are different failure modes." + "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different subsystems." + "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 HF-vs-JAX discrepancy." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same problem." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3/Moe, but one is a broad v5 compatibility issue and the other is a specific from_pretrained failure." + "reason": "Both mention Qwen MoE models, but they affect different models and surfaces (FlashAttention vs from_pretrained); no clear shared code-path." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." + "reason": "Python-version support breakage and an AuxRequest version check bug are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Python version compatibility break vs incorrect PyTorch version check in flex_attention are distinct issues." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args ignored vs trainer.evaluate() failing after train() are separate training bugs." + "reason": "SGD argument handling and trainer.evaluate() failing after train() do not point to the same defect." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but save_pretrained key corruption and from_pretrained loading failure are different problems." + "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different directions and likely different fixes." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated." + "reason": "Example script multi-label behavior and pipeline() error-message wording are distinct issues." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "One is an example-script multi-label bug; the other is a pipeline translation-task error message regression." + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different areas: qwen3_omni_moe feature-length helper vs flex_attention import version check." + "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in model threading is unrelated to tokenizer BPE-marker handling." + "reason": "Qwen3ForCausalLM VRAM leak and Ministral tokenizer BPE marker handling are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different code paths: FSDP2/PEFT optimizer state bug vs GenerationMixin cache missing during chunked prefill." + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation vs stale warning text are not the same underlying bug." + "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is general loading regression and the other is incorrect offset mapping." + "reason": "Both concern tokenizers, but one is generic loading regression and the other is Qwen3 offset_mapping mismatch; insufficient evidence of one root cause." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Documentation about removed pipeline() calls is unrelated to a flex_attention import/version check bug." + "reason": "Attention scaling ignored under SDPA/FlashAttention and causal masks built despite bidirectional mode are different attention bugs." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Both are attention-related, but GPT-2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different bugs." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback bug and flash_attention sink-less AttributeError are unrelated." + "reason": "Tokenizer mapping None-handling during from_pretrained and flash_attention.py crashing on s_aux=None are different null-handling issues in different modules." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Generation cache regression and sequence-feature padding inefficiency are not the same issue." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough to merge as one defect." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Model init_empty_weights argument error and PretrainedConfig type-checking breakage are different failure modes." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a loading bug, while 5.4.0 PretrainedConfig type checking is a separate API validation issue." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Both concern tokenizers, but they are model-specific correctness bugs with different symptoms." + "reason": "The Qwen3ForCausalLM VRAM leak is unrelated to a reproduction of issue 38071." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights and NaNs in classification heads are unrelated model-state bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "No clear shared underlying bug is evident; one is a VRAM leak, the other is an isolated reproduction of a different issue." + "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad performance behavior." } ] }, @@ -14601,6 +14693,7 @@ "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42371", "issue:42490", @@ -14619,7 +14712,6 @@ "issue:44220", "issue:44261", "issue:44410", - "issue:44466", "issue:44484", "issue:44496", "issue:44829", @@ -14639,7 +14731,6 @@ "issue:45542", "issue:45561", "issue:45656", - "issue:46002", "issue:46178", "issue:46209", "issue:46231", @@ -14648,19 +14739,18 @@ "issue:46512" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:43937|issue:44977", "issue:43450|issue:43986", + "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", - "issue:45341|issue:46328", "issue:38617|issue:41628", - "issue:45341|issue:45561", + "issue:45341|issue:46328", "issue:44829|issue:45216", + "issue:45341|issue:45561", "issue:45071|issue:46512", "issue:44117|issue:45081", - "issue:42222|issue:46178", "issue:43408|issue:43742", + "issue:42222|issue:46178", "issue:43122|issue:46298", "issue:42617|issue:45341", "issue:42371|issue:44261", @@ -14676,210 +14766,211 @@ "issue:44410|issue:45478", "issue:44075|issue:45656", "issue:42222|issue:45542", - "issue:43066|issue:43122" + "issue:43066|issue:43122", + "issue:42175|issue:42222" ], - "prepared_review_unit_hash": "5b7679d0346e9853aa037c7e9c4c2f8dc5983e88159736a336e8b694d898fe79", + "prepared_review_unit_hash": "de1b7f38873e003a8056e998a6911214c61fd60d67484f5a43eac684c5114434", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36035, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated issue reports. The soft edges mostly connect superficially similar version/regression/import-tokenizer complaints, but none look like the same concrete underlying bug or change, so I reject all of them. If one issue must serve as an anchor, the broad import-regression report 45278 is the best umbrella-style representative, but it is not a true duplicate canonical.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import errors after a version upgrade, so it is the most plausible anchor if a single issue must represent the cluster.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports with similar wording (imports, tokenizers, configs, Qwen models, testing utils). The only clear near-duplicate signal is the repeated Qwen3.5 MoE from_pretrained report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the repeated Qwen3.5 MoE from_pretrained failure; issue:45478 reads like a later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general user-facing regression report among these issues and best fits as a representative bucket, though the cluster is too diverse for a true canonical duplicate.", + "best_issue_reason": "issue:45310 is the strongest representative because it has the clearest duplicate pairing and a concrete model-loading failure with a likely single root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Both are model/state consistency complaints, but one is lm_head serialization and the other is NaNs in classification heads; different failure modes and code paths." + "reason": "Different bugs: batched video processor output shape vs AutoProcessor crash without torchvision." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both mention generation problems, but they involve different models and distinct symptoms: invalid GenerationConfig vs flash-attention behavior." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Both touch video processing, but one is an output-shape bug and the other is a missing torchvision dependency crash; not the same bug." + "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is flash-attention behavior for Qwen3.5; not the same defect." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "These are unrelated dependency/version issues in different subsystems: PEFT minimum version vs PyTorch version gating for flex_attention." + "reason": "Unrelated: PEFT version pinning vs a PyTorch version check for flex_attention import." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5-family reports, but one is missing layer projections and the other is a from_pretrained/load failure; not the same underlying defect." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "A testing-utils bug and a SequenceFeatureExtractor performance issue are unrelated." + "reason": "Different model-loading failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different APIs; too broad to treat as one duplicate." + "reason": "Both are import errors, but for different symbols and code paths." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "These are separate testing-utils problems: a minor bug vs a pytest-xdist race on a file." + "reason": "Different areas: testing_utils bug vs SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Training degeneration with flash_attention_3 is unrelated to a save_pretrained checkpoint serialization regression." + "reason": "Both are regressions, but one is training degeneration with FA3 and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Related file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both concern config dtype/type behavior, but one is type checking breakage and the other is stale config.dtype after from_config; different issues." + "reason": "Both involve config, but one is PretrainedConfig type checking and the other is stale config.dtype after from_config()." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both affect tokenizer loading, but one is a mapping returning None and the other is a Mistral regex patch crash; different code paths." + "reason": "Both touch tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are unrelated." + "reason": "Different failures: wrong model-type warning for sam3_tracker vs a key error loading MobileLLM-125M." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Different model-loading problems: a wrong model-type warning versus a key error for a specific model." + "reason": "Unrelated subsystems: vitpose model breakage vs BACKENDS_MAPPING missing tensorflow_text." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenizer regression and a noisy logging message are not the same bug." + "reason": "Different bugs: tokenization changed across versions vs a noisy logging message." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel execution failure and a testing-utils bug are unrelated." + "reason": "Unrelated: failure to run a script vs a testing_utils bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and a missing rms_norm_eps precision issue are different concerns." + "reason": "Different issues: TF32 behavior warning vs MLA layernorm precision/config problem." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "A chat-generation crash and a SequenceFeatureExtractor padding inefficiency are unrelated." + "reason": "Different topics: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not duplicates." + "reason": "Different scope: strict config loading vs a documentation parameter-name mismatch." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "A trailing-slash import warning and a VRAM leak under multithreaded dataloading are distinct bugs." + "reason": "Different bugs: trailing-slash local model import warning vs VRAM leak in multi-threaded Qwen3ForCausalLM use." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained regression." + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8/B200 inference failure are unrelated." + "reason": "Different model/runtime areas: tokenizer offset mapping vs FP8 inference on B200." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error from configuration_utils and a feature-extraction helper issue are not the same underlying bug." + "reason": "Different code paths: missing configuration_utils import vs _torch_extract_fbank_features() bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and an unrecognized-model/config.json issue are different failure modes." + "reason": "One is invalid GenerationConfig; the other is unrecognized model/config loading." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad report of many import errors, but it is not specifically the same underlying missing import as the image_utils issue." + "reason": "The latter is a broad post-upgrade import regression, but the former is a specific missing image_utils import; not the same underlying bug." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API warning and FineGrainedFP8 accuracy loss are unrelated." + "reason": "Different problems: TF32 control API messaging vs FineGrainedFP8 accuracy loss." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3next load failures with different symptoms and code paths." + "reason": "Different defects despite same model family: missing projections in Qwen3Next vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both involve optimizers, but one is SGD args ignored and the other is double optimizer.step with deepspeed; not the same bug." + "reason": "Different optimizer bugs: unused SGD args vs deepspeed causing optimizer.step() to run twice." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and TensorBoard/TensorFlow backend confusion are unrelated." + "reason": "Unrelated: vitpose model breakage vs undefined tf backend when only tensorboard is installed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer v5 regressions, but one is decoder-type selection and the other is different tokenization output; too different to merge." + "reason": "Both tokenizer-related, but one is wrong decoder type in v5 and the other is a tokenization change across versions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different dependency/backend issue vs vitpose model breakage; not the same bug." } ] }, @@ -14906,8 +14997,6 @@ "issue:27957", "issue:38617", "issue:41628", - "issue:42175", - "issue:42222", "issue:42757", "issue:43012", "issue:43064", @@ -14926,6 +15015,7 @@ "issue:44261", "issue:44263", "issue:44315", + "issue:44351", "issue:44360", "issue:44410", "issue:44483", @@ -14953,280 +15043,280 @@ "issue:46369" ], "soft_pairs": [ - "issue:42175|issue:42222", - "issue:43874|issue:44261", "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:44263|issue:44485", - "issue:43673|issue:45341", "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44483|issue:45464", "issue:43931|issue:44410", "issue:27957|issue:43352", - "issue:44263|issue:46172", + "issue:44483|issue:45464", "issue:44484|issue:45478", + "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", - "issue:45003|issue:45341", "issue:43986|issue:45341", + "issue:45003|issue:45341", "issue:43874|issue:44263", "issue:44933|issue:46231", "issue:45753|issue:46369", - "issue:44261|issue:44485", "issue:43673|issue:46123", + "issue:44261|issue:44485", "issue:44117|issue:44987", "issue:43986|issue:44484", "issue:43531|issue:45341", + "issue:38617|issue:42757", "issue:45440|issue:46172", "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:43064|issue:44315", "issue:43097|issue:45588", + "issue:43064|issue:44315", "issue:43097|issue:46050", "issue:44410|issue:45375", - "issue:44038|issue:44410" + "issue:44038|issue:44410", + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "e47f39547fed7181b3d3c3527833ccd84dd91862298402e4b2b4c7b152cb2161", + "prepared_review_unit_hash": "caf41ea48845e7f6aca82bacd93cd84214be64a9bf8de24d230fe4611ee96e8e", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37973, - "estimated_input_tokens": 9494, - "estimated_eval_tokens": 19244 + "serialized_chars": 37394, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the titles point to many different failure modes (imports, model-specific loading, FlashAttention, config fields, training, and docs). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43097 is the closest thing to a representative report: it has broader discussion/inbound references and describes a concrete v5 regression, whereas the rest of the set is a grab bag of unrelated issues.", + "summary": "These issues are only superficially similar; they mostly span unrelated import errors, model-specific architecture bugs, and API regressions. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43097 is the best representative of the cluster because it describes a broad v5 regression with multiple downstream references, whereas most others are narrower model- or module-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone issue in this set because it is clearly scoped, reproducible, and seems to have the broadest impact among the listed issues.", + "best_issue_reason": "Issue 43097 is the strongest global representative: it is a concrete, widely impactful API regression report and has more evidence of reuse/impact than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Package/backend installation mismatch and broken vitpose models are unrelated bugs." + "reason": "Different bugs: 43097 is about removal of tie_embeddings_and_encoder_decoder, while 44493 is about unexpected position id keys during model loading." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different root causes: missing image-processor method vs missing config.rms_norm_eps in MLA." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "One is a removed tie-embeddings API regression; the other is an unexpected position-id key issue." + "reason": "Unrelated model bugs: missing get_number_of_image_patches vs MLA q_a_layernorm rms_norm_eps precision mismatch." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both touch GLM, but they describe different code-path bugs (DSA indexing vs RoPE implementation)." + "reason": "Both involve GLM-family internals, but one is torch.split return values and the other is RoPE implementation; different code paths." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A generation cache regression is not the same as a testing utility bug." + "reason": "Different precision problems: bfloat16 compile warning versus Blip2 dtype fields staying float32." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A precision warning on bf16 compilation is different from Blip2 dtype fields staying float32." + "reason": "Generation cache/chunked_prefill regression is unrelated to a small testing_utils bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failures." + "reason": "Both are API/type issues, but one is an import error for AutoImageProcessor and the other is broken PretrainedConfig type checking." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "A type-checking regression is not the same as the TensorFlow backend installation issue." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both involve chat/completions, but one is an API request rejection and the other is a model-specific streaming failure." + "reason": "Type checking regression and undefined tf backend error are different subsystems and root causes." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is not the same bug as missing qkv/gate projections in qwen3next." + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn_qkv/attn_gate projections in qwen3next." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support complaints for different models are not the same concrete fix." + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronHForCausalLM lacking support; different model implementations." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different model families and different tensor-shape/dtype operations; not the same bug." + "reason": "Chat/completions request rejection is not the same as streaming inference failure on Qwen3.5-0.8B." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE loading error." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both touch GLM/DeepSeek-related math, but one is torch.split handling and the other is a dtype/transpose bug in deepseek-v4." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 dtype/transpose issue." + "reason": "DSA ReLU omission and deepseek-v4 comb.to(dtype).transpose(...) are different implementation issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different problems." + "reason": "Ministral FlashAttention failure is model-specific and separate from flash_attention_3 causing degenerate training." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "A specific checkpoint shape mismatch is not the same as a broader Qwen3-VL-Moe v5 compatibility bug." + "reason": "Both are Qwen3-VL-related, but one is a loading shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings behavior and gguf_file loading breakage do not share the same code path." + "reason": "API removal regression versus gguf_file breaking tokenizer/model loading; different failure modes and code paths." }, { - "left": "issue:45003", + "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + "reason": "Missing torchvision crash in AutoProcessor is unrelated to a minor testing utility bug." }, { - "left": "issue:43986", + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crashing without torchvision and a testing utility issue are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the testing_utils issue." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "These are distinct GLM-family bugs in different components." + "reason": "Different missing/incorrect methods: image patch counting versus torch.split return handling." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing import from image_utils is unrelated to a documentation parameter-name typo." + "reason": "Nonexistent image_utils import and documentation mismatch in set_training() are unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An image-specific infinite loop and a memory overflow in sam3-litetext are different failure modes." + "reason": "Qwen3_5 infinite loop on a specific image and sam3-litetext memory overflow are separate model/runtime problems." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "The precision discrepancy and the RoPE implementation issue are not the same root cause." + "reason": "Generation cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Cache handling in chunked prefill and partial-batch pipeline bookkeeping are different bugs." + "reason": "Precision discrepancy from missing rms_norm_eps is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer-mapping None assumption and a model loading failure are too vague to treat as the same bug." + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different from-pretrained issues." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A video-model AutoProcessor crash is unrelated to save_pretrained shard sizing." + "reason": "Missing torchvision causes processor loading crash; max_shard_size being 50GB is a separate save_pretrained design question." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug has nothing to do with testing utilities." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors with different missing symbols and modules: layer_type_validation vs is_offline_mode." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 transpose/cast issue." + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as deepseek-v4 comb transpose/dtype bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision and a mistral_common ReasoningEffort import error are different dependency problems." + "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but they affect different symbols, packages, and fixes." + "reason": "v5 API removal and flash_attention.py crashing on s_aux=None are different root causes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT is unrelated to Liger Kernel application timing." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "A removed tie_embeddings API and an s_aux=None flash_attention crash are not the same code-path problem." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A v5 API removal and a quantization save/load regression are unrelated." + "reason": "API removal regression is unrelated to quantized model save/load breakage with sinq." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model-definition bugs." + "reason": "Missing qkv/gate projections in qwen3next is not the same as a config field being silently dropped by @strict." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "A Qwen3-VL-Moe v5 bug and qwen3next projection loss are different issues, even if both are Qwen3-family." + "reason": "Both involve Qwen3 model families, but one is a broader transformers 5.0 bug and the other is a specific missing-projection issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing layer_type_validation versus missing HybridCache." } ] }, @@ -15251,7 +15341,6 @@ "cluster_id": "cluster-10000-464", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42890", @@ -15263,6 +15352,7 @@ "issue:43208", "issue:43352", "issue:43502", + "issue:43526", "issue:43550", "issue:43582", "issue:43825", @@ -15277,7 +15367,6 @@ "issue:44117", "issue:44162", "issue:44222", - "issue:44351", "issue:44368", "issue:44380", "issue:44484", @@ -15300,10 +15389,9 @@ "issue:46421" ], "soft_pairs": [ - "issue:38617|issue:44351", "issue:43502|issue:43992", - "issue:42890|issue:46298", "issue:44062|issue:44117", + "issue:42890|issue:46298", "issue:43097|issue:43873", "issue:44936|issue:46365", "issue:44704|issue:45103", @@ -15332,235 +15420,242 @@ "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:42175|issue:46365", + "issue:43208|issue:43526", "issue:42490|issue:43012", "issue:43012|issue:44683" ], - "prepared_review_unit_hash": "6bf551d0f46296060425562fd4b0fb46a92c60ffbcf22251e745189f1a4a7adc", + "prepared_review_unit_hash": "034b16d65deeb294caa193122c0b1a7c6e193697466307a95d161c44c03733bc", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37739, - "estimated_input_tokens": 9435, - "estimated_eval_tokens": 19126 + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a true duplicate cluster: the soft-similar pairs are mostly unrelated bug reports that only share broad subsystem keywords. I would not merge any of the proposed pairs as duplicates; the best standalone issue here is the clear, reproducible local_files_only loading bug.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a true canonical for this cluster because the items are heterogeneous and the soft-edge pairs are not duplicate-level matches. If forced to anchor on one, issue 43502 is the cleanest standalone user-facing bug report, but it does not represent the rest of the set.", + "summary": "This looks like a heterogeneous set of Transformers bug reports and noise, not a real duplicate cluster. The soft-similarity pairs are mostly superficial (shared keywords like loading, saving, warnings, or attention) but describe different code paths and failure modes, so none should be merged. No PRs were provided.", + "confidence": 0.78, + "canonical_issue_reason": "No issue is a clear duplicate hub here; the set spans unrelated areas. If one must be selected as representative, issue 43873 is the broadest active bug report with the most discussion/inbound refs.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43502 is the strongest standalone report: concrete, user-facing, reproducible, and clearly scoped to a single loading-path regression.", + "best_issue_reason": "Issue 43873 is the best representative by activity and breadth, but it is still only a stand-in for a mostly unrelated collection of issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying bug." - }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is an unwanted network/API request with local_files_only=True; the other is a missing model weight during from_pretrained. Different failure modes." + "reason": "Different loading bugs: local_files_only network leakage vs missing embed_tokens.weight in UMT5Encoder." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Tokenizer construction error with AddedToken special kwarg is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a mapping-assumption bug in from_pretrained. Not the same bug." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removal of a config field and quantization offloading problems are different issues." + "reason": "Config deprecation/removal is unrelated to offloading failures under quantization." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train is unrelated to failing to import Trainer because of datasets installation." + "reason": "trainer.evaluate() state bug is unrelated to importing Trainer breaking because of datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and an auto-docstring crash under future annotations are separate code paths." + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to the auto_docstring annotations crash." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video model loading without torchvision and tokenizer mapping None are unrelated." + "reason": "Missing torchvision crash in AutoProcessor is unrelated to tokenizer mapping returning None." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Both mention attention-related behavior, but one is GPT2 attention scaling being ignored and the other is cache lazy init causing recompilation. Different bugs." + "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different code path from cache lazy initialization recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend mapping." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A runtime import crash is unrelated to a notebook syntax error." + "reason": "Runtime video-model import crash is unrelated to a notebook syntax error." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different models and different problems." + "reason": "xLSTM training bugs under 7B are unrelated to Bamba SDPA torch.compile failures." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failures and saving Pipeline objects are different save_pretrained paths." + "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compilation is not the same as a compile failure on Bamba with SDPA." + "reason": "A PyTorch warning during bf16 compilation is not the same as an actual SDPA compile failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the default max_shard_size behavior when saving." + "reason": "Missing checkpoint weight on load is unrelated to the default 50GB shard-size question." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A save/dequantization issue is unrelated to an infinite-generation loop on a specific image." + "reason": "Model save failure is unrelated to Qwen3_5 infinite-loop generation." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An inaccurate pipeline error message and inability to save Pipeline objects are different issues." + "reason": "v5 translation-task messaging is unrelated to Pipeline save_pretrained behavior." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A bfloat16 compile warning is unrelated to the tie_word_embeddings warning from LoRA fine-tuning." + "reason": "Both are warnings, but they stem from different models and different config issues." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not shown to be the same as the isolated reproduction of issue 38071." + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy classes leaking into dir(transformers) is unrelated to a logging message." + "reason": "Leftover dummy classes failing checks are unrelated to noisy logging." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config API and noisy logging are unrelated." + "reason": "A removed config flag is unrelated to a logging-only complaint." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention 2 not supported for NemotronH is unrelated to GPT2 attention scaling being ignored." + "reason": "Both involve attention, but one is Nemotron FlashAttention2 support and the other is GPT2 attention scaling under backends." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FA2 support and a Python-version compatibility problem are different." + "reason": "Model-specific FlashAttention support is unrelated to Python version compatibility." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose issue are unrelated." + "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure is unrelated to importing Trainer." + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored and AttentionInterface.register changing behavior are different attention bugs." + "reason": "GPT2 backend attention scaling is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "A model post_init policy issue is unrelated to the Trainer import problem." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import dependency issue." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/model save-load flows, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained regression; too different to merge as one bug." + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are different directions and likely different underlying bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to zero-loss classification degeneracy." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in allocator warmup." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption in Trainer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend packaging and Trainer import failure are not the same underlying issue." + "reason": "Backend installation metadata problem is unrelated to importing Trainer breaking because of datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast returning only one label." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A path-ending-slash import warning is unrelated to a bfloat16 compile warning." + "reason": "Trailing-slash local model path warning is unrelated to bf16 compile precision warnings." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "These are both torch/compiler-adjacent, but one is a warning and the other is a compiled flex_attention failure on newer torch; not the same bug." + "reason": "A warning about bfloat16 precision is not the same as a torch>=2.9 flex_attention failure." } ] }, @@ -15590,15 +15685,14 @@ "issue:42757", "issue:42898", "issue:42994", + "issue:43010", "issue:43064", "issue:43066", - "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43525", - "issue:43526", "issue:43611", "issue:43618", "issue:43756", @@ -15622,6 +15716,7 @@ "issue:44938", "issue:45216", "issue:45276", + "issue:45278", "issue:45290", "issue:45310", "issue:45593", @@ -15635,23 +15730,22 @@ ], "soft_pairs": [ "issue:42757|issue:43824", - "issue:43208|issue:43526", "issue:38617|issue:43502", "issue:44483|issue:44514", "issue:45600|issue:46298", "issue:45698|issue:46172", - "issue:44038|issue:44230", "issue:43618|issue:44380", + "issue:44038|issue:44230", "issue:43618|issue:43761", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44483|issue:45290", "issue:36683|issue:43475", - "issue:43756|issue:44485", - "issue:44625|issue:46365", "issue:42898|issue:43066", - "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:43756|issue:44485", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43352|issue:43937", "issue:43611|issue:44655", "issue:43901|issue:44655", @@ -15665,14 +15759,15 @@ "issue:43618|issue:45216", "issue:36683|issue:44625", "issue:43992|issue:45310", + "issue:43010|issue:45278", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "4856dc1161b8102fc5865649b697ec370a3857fdd0dafa02326a0fc139c00d91", + "prepared_review_unit_hash": "faa375aa66e791baeb641a8327290910923008164a48c6f6ce4dff501215737b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, @@ -15680,213 +15775,213 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36850, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, model-specific config/output regressions, and save/load bugs. The soft pairs are topical overlaps at best, not true duplicates, so I rejected them all. The closest shared thread is general Transformers v5 loading/serialization breakage.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43611 is the broadest representative of the main recurring theme here: v5-era loading breakage in model resolution/serialization. It is more umbrella-like than the narrowly model-specific/config-specific reports.", + "summary": "The set is mostly a grab-bag of unrelated Transformers issues with only superficial overlap (imports, save/load, model-family regressions). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the general upgrade/import regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue here: it captures the broad post-upgrade import breakage pattern that several other reports superficially resemble, even though most are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best triage anchor because it is concrete, regression-oriented, and closest to the shared v5 load/save failures; the rest are too fragmented to serve as a better representative.", + "best_issue_reason": "issue:45278 is the most representative cluster anchor because it is broad and central to the shared theme of v5 import regressions; the others are narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and likely different fixes." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "Unrelated bugs: xLSTM training failures versus BeitImageProcessorFast label reduction." + "reason": "Both are import errors, but for different missing symbols in different packages; not the same bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failure modes: missing internal import versus unintended network access with local_files_only." + "reason": "One is a missing internal import, the other is unwanted network access with local_files_only; different code paths." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both involve chat/completions flow, but one is request acceptance and the other is batched chat template crashing." + "reason": "Different failures: chat completions request handling vs processor batching with padding=False." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Completely unrelated: broken auto-mapping references versus a noisy log message." + "reason": "CI break from stale auto_mappings references is unrelated to a noisy logging message." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Different code paths and symptoms: wrong custom module loading versus a DeepSeek-V4 tensor operation bug." + "reason": "Save/load custom-module mismatch and a DeepSeek tensor transpose bug are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Same model family, but one is a loading/regression report and the other is fp8 inference support; not the same bug." + "reason": "Both involve attention-related behavior, but the concrete regressions differ: missing attentions output vs ignored GPT-2 scaling." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both touch attention behavior, but one is CLIP output fields and the other is GPT-2 attention scaling under specific backends." + "reason": "Same model family, but one is a loading regression and the other is fp8 support/inference functionality." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIPVisionModel regressions, but attentions missing and hidden_states missing are distinct output-path bugs." + "reason": "Both are CLIP output regressions, but they concern different returned fields and are not the same defect." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading errors, but they appear to stem from different mechanisms and affected models." + "reason": "Different loading failures with no clear shared broken code path." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both are save-related, but quantized model saving and Pipeline.save_pretrained are different failure cases." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save flows." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both involve chat/template usage, but one is API request rejection and the other is assistant tool-call serialization crash." + "reason": "Different request/templating bugs; only broad API surface overlap." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and different missing attributes; no shared underlying bug." + "reason": "Both are attribute errors, but for different configs/outputs and different model families." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Both mention model internals, but RoPE layer dropping and GLM-5 RoPE implementation are not the same concrete issue." + "reason": "One concerns tokenization_spaces behavior changes, the other tokenizer decoder type; different regressions." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Different area entirely: Qwen3.5 config propagation versus importing Trainer conflicting with datasets." + "reason": "A Qwen3.5 config propagation bug is unrelated to importing Trainer and datasets dependency issues." }, { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "Unrelated v5 behavior changes: tokenization cleanup semantics versus tokenizer decoder type." - }, - { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but they refer to different removed/relocated symbols and different modules." + "reason": "Both mention RoPE, but they target different models and different implementation problems." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but resize_token_embeddings and attention-mask construction are separate bugs." + "reason": "Gemma4 embedding resizing and Gemma4 bidirectional attention are separate features with separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; the shared symptom is too generic." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different subsystems: Flash Attention support versus GenerationConfig validation." + "reason": "Flash-Attn support for Nemotron and GLM-5 generation config validity are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Both relate to saving/loading, but base_model_prefix loading regression and Pipeline.save_pretrained are different problems." + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization/loading bugs." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline.save_pretrained failure." + "reason": "Docs mention return_all_scores vs pipeline save_pretrained are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different model bugs: Gemma3Config vocab_size missing versus patchtsmixer post_init validation." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving regressions, but they affect different versions, models, and symptoms." + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both mention Python version compatibility, but they target different version boundaries and failure causes." + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Distinct model problems: Flash Attention support versus D-FINE auxiliary-loss handling." + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 bugs with no shared code-path." + "reason": "Different Gemma4/Qwen3.5 configuration bugs; same broad area only." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Llama/Gemma config issues, but bidirectional attention masking and explicit head_dim validation are unrelated." + "reason": "Both are Gemma4 config-related, but one is attention masking and the other is head_dim validation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different config attributes on different models; no common underlying defect." + "reason": "Different missing attribute errors in different configs; no shared defect." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is a CLIP output regression, the other is a Qwen3.5 save_pretrained checkpoint bug." + "reason": "Missing attentions in CLIP output and incorrect Qwen3.5 checkpoint saving are unrelated regressions." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different config propagation bugs in different model families." + "reason": "Both are config propagation problems, but they affect different fields and models." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5-related, but one misses embed_tokens.weight and the other errors in from_pretrained; not the same bug." + "reason": "Both involve Qwen3.5-related loading, but one misses embed token weights and the other errors in from_pretrained; not clearly the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Noisy cache logging and broad import errors are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training-state corruption and a typo in cache strategy naming are unrelated." + "reason": "Distributed trainer state mismatch and a cache-strategy typo are completely different issues." } ] }, @@ -15915,6 +16010,7 @@ "issue:36296", "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:43010", "issue:43064", @@ -15933,6 +16029,7 @@ "issue:44112", "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -15945,7 +16042,6 @@ "issue:44964", "issue:45071", "issue:45125", - "issue:45278", "issue:45357", "issue:45375", "issue:45440", @@ -15959,7 +16055,6 @@ "issue:46365" ], "soft_pairs": [ - "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44355|issue:44855", "issue:43867|issue:45375", @@ -15971,15 +16066,15 @@ "issue:41669|issue:44246", "issue:43867|issue:45357", "issue:36296|issue:43575", - "issue:43010|issue:43976", "issue:43992|issue:45478", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", "issue:44360|issue:45440", - "issue:42890|issue:44964", "issue:43502|issue:44062", + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:44387|issue:44556", @@ -15989,222 +16084,217 @@ "issue:43576|issue:46132", "issue:43502|issue:44485", "issue:45125|issue:45478", - "issue:44355|issue:44749" + "issue:44355|issue:44749", + "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "da7e6e48acc689602ed6fd283160582115f2722b6928f155b479fa6a00ff42d8", + "prepared_review_unit_hash": "f343f0ae4dca14071503cc05adedfabde40222504b6c5292e2998144c33a3652", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 35984, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated bug reports and regressions across loading, tokenizers, configs, tensor parallelism, CI, and model-specific behavior. The title similarities are mostly generic v5/regression language, so none of the soft pairs look like safe duplicate merges.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45278 is the best umbrella-style issue in the set: it describes broad import failures after a version upgrade and is more representative than the highly specific model/test reports around it.", + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions (imports, tokenizer/model loading, tensor-parallelism, config mismatches, test failures, performance issues). None of the soft pairs look like the same underlying bug/change, so there is no strong duplicate merge candidate.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct subsystems and failure modes. If a representative issue is needed, issue:43502 is the clearest standalone regression report with a concrete symptom and expected behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most suitable global representative because it captures a concrete upgrade regression while still being broad enough to cover the general import-failure theme in this cluster.", + "best_issue_reason": "issue:43502 is the strongest representative issue: it is user-facing, specific, and has a clear repro/expected behavior, unlike several broader or more ambiguous reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "`update(...)/@torch.no_grad` cache behavior is a different code-path from broad import errors after upgrade." - }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer SGD argument handling is unrelated to the `Trainer` import conflict with `datasets`." + "reason": "Different problems: optimizer arguments not being used vs Trainer import breaking due to datasets interaction." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python-file import errors and a Python 3.13 `IndentationError` in `torch.jit.script` parsing are different failures." + "reason": "Both involve import/runtime errors, but the causes differ: compiled Python file handling vs a Python 3.13 @torch.jit.script parsing/IndentationError issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict ordering/load error is unrelated to a missing config field being dropped by `@strict`." + "reason": "Unrelated model-loading/state_dict sorting issue vs a missing Qwen3.5 vision config field dropped by strict config handling." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking breakage are different compatibility issues." + "reason": "Python 3.14 import/load failure is not the same bug as PretrainedConfig type-checking breakage in v5.4.0." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Model load failure from sorted state dicts is unrelated to Gemma pipeline roundtrip tokenization." + "reason": "Different model/pipeline symptoms and likely different code paths." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing `vocab_size` on `Gemma3Config` and wrong optimizer states under FSDP2/PEFT are different bugs." + "reason": "Gemma3Config missing vocab_size is a config attribute bug; the other is an FSDP2/PEFT optimizer state placement bug." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky tests and xdist file-race corruption are separate CI problems." + "reason": "Separate test failures: missing set_seed in SamHQ integration tests vs xdist race on captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache-update decorator bug is not the same as a vague report that v5 breaks many models." + "reason": "Specific no_grad decoration bug vs a broad complaint that v5 breaks many models." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "`import *` slowdown and intermittent `import transformers` slowness are related only at a very broad performance level, not the same underlying bug." + "reason": "Both mention import speed, but one is a concrete import-* cleanup regression and the other is a vague intermittent import slowdown report." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state-dict loading and incorrect visual-encoder keys during `save_pretrained` are opposite-side serialization issues." + "reason": "State-dict loading error vs incorrect visual encoder keys on save_pretrained; different lifecycle stages and symptoms." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP-related OOM when loading Qwen2-57B are not the same concrete failure." + "reason": "Tensor-parallel training bug and OOM when loading a specific large model with tp are not the same underlying issue." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Cache update decoration and Python 3.9/3.10 compatibility are unrelated." + "reason": "Different model families and failure modes, both only broadly from_pretrained-related." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` failure involve different models and symptoms." + "reason": "No_grad decoration on cache/layer updates is unrelated to Python version compatibility." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Missing CLIP attentions assignment is unrelated to `patchtsmixer`'s `post_init` validation." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated bugs." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch during `AutoModel` import and tokenizer-loading regression are different loading paths." + "reason": "PyTorch-missing AutoModel import error is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions regression is not the same as the CLIP text-model structure mismatch." + "reason": "Both touch CLIP-related code, but one is about attentions output and the other about class structure consistency." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "A CLIP output-field regression and an AMP/CUDA loss crash are unrelated." + "reason": "Different models and failure modes; no shared code-path evidence." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in DSA indexer discussion is not the same as DeepSeekV3MoE implementation divergence." + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Seed flakiness in tests is unrelated to a model-load regression for Phi-4 multimodal." + "reason": "Local-files-only network leakage is unrelated to AddedToken keyword argument duplication." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "`local_files_only=True` still hitting the API and `AddedToken(..., special=...)` argument duplication are different tokenizer/loading bugs." + "reason": "Test seeding flakiness vs loading a specific Phi-4 multimodal model are different issues." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness and a stale GraniteSpeech device override test failure are distinct CI issues." + "reason": "Different CI/test failures with no shared root cause." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Lack of `set_seed()` and stale `auto_mappings.py` references are unrelated causes of test failure." + "reason": "SamHQ test seed flake vs auto_mappings referencing removed configs are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload incompatibility after upgrade are different regressions." + "reason": "Int4 memory regression and checkpoint reload incompatibility after upgrading versions are distinct bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and reloading older checkpoints after upgrade are not the same bug." + "reason": "Tokenizer loading in v5 is unrelated to checkpoint reload failures after upgrade." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` for MoE models and missing `_tp_plan` for tensor parallelism are separate model-infra problems." + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3_5Moe are different subsystems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + "reason": "Cache/layer no_grad decoration does not match a dummy Conv2d implementation issue in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken `transformers env` CLI command and changed behavior in `AttentionInterface.register` are different surfaces." + "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-loading API calls and GLM-5 RoPE implementation are unrelated." + "reason": "Local-files-only network behavior is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Missing `_tp_plan` for tensor parallelism and a general Qwen3.5 MoE `from_pretrained` error are too underspecified to treat as the same bug." + "reason": "Compiled Python import errors and slow filtering after upgrading to 5.3 are different problems." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Compiled-file import errors and a slowdown in data filtering after upgrade are unrelated regressions." + "reason": "Importing PreTrainedModel failing vs HybridCache import failure are distinct import/export regressions." } ] }, @@ -16253,8 +16343,8 @@ "issue:43901", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", "issue:44485", @@ -16271,20 +16361,20 @@ "issue:45362", "issue:45375", "issue:45468", + "issue:45542", "issue:45850", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ - "issue:42548|issue:44351", "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43010|issue:43232", "issue:43502|issue:44222", "issue:42831|issue:43874", - "issue:43502|issue:44961", "issue:30990|issue:31795", + "issue:43502|issue:44961", "issue:43299|issue:44556", "issue:43827|issue:44961", "issue:30333|issue:36296", @@ -16298,239 +16388,246 @@ "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:44485|issue:44961", "issue:43576|issue:44938", + "issue:44485|issue:44961", "issue:44908|issue:44961", - "issue:44222|issue:44230", + "issue:41628|issue:42548", "issue:36296|issue:43901", "issue:46143|issue:46144", - "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:36296|issue:43526", "issue:44315|issue:46209", "issue:43673|issue:44492", "issue:45362|issue:45850", - "issue:44623|issue:45230" + "issue:44623|issue:45230", + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "f037f55fd3ee13aa372b32d6099d4aa1bd29b5e83f67cf773bec390cf5b062e7", + "prepared_review_unit_hash": "40306da8b366d15d7676f6f07b827a0394c0c317303168ed21cdb2d9b012e5db", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36122, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "serialized_chars": 36686, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose cluster of Transformers v5 regressions, loading/import issues, and a few unrelated docs/model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \"v5 breaks many models\" theme, so it is the best cluster anchor even though it is vague.", + "summary": "No soft pair looks like a true duplicate. The items are mostly unrelated bugs, docs issues, import errors, and model/version-specific regressions, so there is no clear canonical issue for the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical issue: the candidates span unrelated topics and failure modes, so no single issue covers the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the overall regression theme across this set; it is broad enough to serve as the cluster\u2019s reference issue, but not a true duplicate of the others.", + "best_issue_reason": "No single issue is a good global representative because the set is heterogeneous rather than one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different fixes." - }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." + "reason": "Different problems: MLflow reporting on failed training jobs vs tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3_5Moe, but they describe different missing config fields and different breakages." + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a missing vision config field; different bugs." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no-grad behavior and generation kwarg handling after sync_gpus are different code-path bugs." + "reason": "Both touch generation internals, but one is about decorating cache update with no_grad and the other about sync_gpus/_update_model_kwargs ordering." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." + "reason": "One is unwanted API requests with local_files_only=True; the other is FP8 save_pretrained for moe models." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy regression and missing image-processor method are different bugs." + "reason": "FP8-related but not the same bug: accuracy issue vs missing image-processor method causing an AttributeError." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "API leakage and an unrelated/garbled issue title are not duplicates." + "reason": "Sentence Transformers load hang is unrelated to confusing forward-argument documentation." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Loading hang and documentation confusion are not the same bug." + "reason": "Network/file access bug vs an unrelated placeholder issue title." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but one is a specific Qwen3VL model-loading failure and the other is checkpoint reload incompatibility after upgrading." + "reason": "Both are version-related loading regressions, but they affect different models/checkpoints and likely different code paths." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and the unrelated title do not match." + "reason": "Docs referencing pipeline() after removals is unrelated to the placeholder racoon issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job reporting and tensor-parallel training are different problems." + "reason": "MLflow job-status reporting bug vs tensor parallel training bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled Python file errors are a different failure mode from PretrainedConfig type-checking breakage." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and save_pretrained pipeline persistence are different issues." + "reason": "Compiled-file import/runtime errors vs saving Pipeline objects with save_pretrained." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete bug." + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different loaders and symptoms." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and tokenizer-loading regression are unrelated." + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to tokenizer loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and broken v5 env command are different failures, even if dependencies overlap." + "reason": "Missing is_offline_mode import from huggingface_hub vs broken transformers env command in v5." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type-checking are unrelated." + "reason": "v5 env command breakage is not the same as PretrainedConfig type-checking issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are different topics." + "reason": "Liger Kernel not applied in model_init is unrelated to the DSA indexer/ReLU discussion." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and missing Qwen2_5_VL import are different import/CLI issues." + "reason": "Broken env command vs missing Qwen2.5-VL export/import." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "A docs wording issue and an ImportError from configuration_utils are not duplicates." + "reason": "Documentation confusion about model.forward arguments vs an actual ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated/garbled title versus Gemma-4 audio positional encoding bug." + "reason": "Placeholder racoon issue is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 is different from Python 3.14 load failure." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated/garbled issue title do not match." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated/garbled issue title are not duplicates." + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both mention FP8, but one is save_pretrained for moe and the other is inference support." + "reason": "Both are import errors, but for different symbols and likely different missing-export regressions." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + "reason": "Tensor parallel training bug vs a docs mismatch for TextClassificationPipeline." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface implementation." + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention implementation not using the interface; not the same defect." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing symbols." + "reason": "Both are FP8/Qwen-related, but one is save_pretrained moe and the other is inference support." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are different bugs." + "reason": "Liger Kernel model_init issue is unrelated to FP8 inference failing on B200." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache and a cache-strategies typo are not the same issue." + "reason": "Generation cache missing in chunked_prefill vs a typo in cache strategies." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5-35B chat crash and a generic complaint that many models break are not the same concrete bug." + "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks too many models." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files and a generic bug report are not duplicates." + "reason": "processor.save_pretrained missing files vs a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs tensorboard/TensorFlow backend initialization error." } ] }, @@ -16561,6 +16658,7 @@ "issue:42890", "issue:43352", "issue:43408", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -16578,6 +16676,7 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44655", @@ -16595,7 +16694,6 @@ "issue:45341", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", "issue:46095", @@ -16603,19 +16701,18 @@ "issue:46328" ], "soft_pairs": [ - "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44230|issue:46095", "issue:43572|issue:45850", - "issue:44492|issue:45850", "issue:45278|issue:45850", + "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:42890|issue:44908", @@ -16625,8 +16722,8 @@ "issue:44246|issue:44273", "issue:43976|issue:44393", "issue:44908|issue:45071", - "issue:44295|issue:45230", "issue:44704|issue:44908", + "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:41669|issue:44351", "issue:44492|issue:46328", @@ -16643,276 +16740,290 @@ "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:43576|issue:46218" + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908" ], - "prepared_review_unit_hash": "7be86c93872b820210fb4b4faa8dc9a6e595b50f813065fa8a8f1f3c733f8b42", + "prepared_review_unit_hash": "77ffe0e972addeb73704df9bd45e3878940dff1af86c0c5706d92397979f18ca", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38846, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-specific bugs, v5 migration regressions, or performance/documentation issues. None of the proposed soft edges look like the same concrete underlying bug/change under strict duplicate triage. The clearest duplicate-like report in the set is the repeated Qwen3.5 MoE from_pretrained failure (45310/45478), so 45310 is the best canonical issue anchor, but it is not one of the soft-edge pairs.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45310 is the most concrete and actionable report, and it is the earlier instance of the same Qwen3.5 MoE from_pretrained failure later repeated in 45478.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific bugs, and import/lazy-loading complaints. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the suggested pairs.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, broad, and matches the recurring theme of v5 upgrade/import breakage better than the more vague or highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "It names a specific failing model, version range, and API path, making it the strongest representative issue in the set.", + "best_issue_reason": "issue:45278 is the strongest global issue candidate because it describes a broad, user-facing regression after upgrading to v5.5.0 and can plausibly subsume several related import-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Different failures: lazy loading/import behavior vs TensorFlow backend detection when only tensorboard is installed." - }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5/Qwen3-VL-family problems, but one is a model support complaint and the other is missing tensor-parallel metadata; not the same bug." + "reason": "Different problems: one is a Qwen3-VL-Moe bug report, the other is missing tensor-parallel planning for Qwen3.5 MoE." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." + "reason": "Unrelated: Qwen3-VL 2D box hallucination/error vs a generic PretrainedConfig type-checking regression." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/perf issue versus unsafe sys.modules access in modeling_utils; different code paths and symptoms." + "reason": "Both touch loading/import behavior, but one is a vague lazy-loading failure and the other is a specific sys.modules access issue; not clearly the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL-family image behavior, but one is bounding-box output corruption and the other is an infinite loop on a specific image." + "reason": "Different model symptoms: 2D bounding-box output issue vs an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both mention v5 upgrades, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + "reason": "Different surface area: broken `transformers env` command vs checkpoint reload compatibility after upgrading." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Import-time slowdown from removing import * is different from missing GenerationMixin cache during chunked_prefill." + "reason": "One is a specific missing `pad_token_id` attribute on Llama4Config; the other is a vague broad complaint about many models breaking." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "A specific Llama4Config attribute error is not the same as a vague complaint that v5 breaks many models." + "reason": "Different issues: import-star performance regression vs missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different breakages." + "reason": "Both are v5 compatibility problems, but one is general checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a deepseekv4 weight-conversion question." + "reason": "Different topics: FP8 support for Qwen3-VL/Qwen3.5 MoE vs a weight-conversion-script question for DeepSeekV4." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a broad 'too many models' complaint." + "reason": "Specific StableLmConfig missing `pad_token_idx` vs a broad statement that v5 breaks too many models." }, { - "left": "issue:44492", + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategies docs/code is not the same underlying issue as broad v5 breakage." + "reason": "Related only at a very high level; one is a concrete import-error report, the other is a generic broad complaint." }, { - "left": "issue:45278", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade and a generic 'breaks too many models' report are related in theme but not the same concrete bug." + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API-settings guidance is unrelated to a cache-strategies typo." + "reason": "TF32 API-settings guidance is unrelated to a cache-strategy typo." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance regression from eager model imports is different from failing to import a specific Qwen3_5ForCausalLM module." + "reason": "Both are import-related, but one is import-time slowdown from `import *` and the other is a module import failure for Qwen3_5ForCausalLM." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related SAM HQ test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Unrelated: flaky SamHQ integration tests vs inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning for sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + "reason": "Different model/config warnings vs Liger Kernel not being applied under `model_init`." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support refusal for NemotronH is a different model/backend issue than Qwen3-VL bounding-box errors." + "reason": "Different bugs: Flash Attention 2 support gap for Nemotron vs Qwen3-VL bounding-box output errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The transformers env command and the inverse_sqrt scheduler are unrelated subsystems." + "reason": "Broken env CLI vs scheduler kwargs handling are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "General import slowdown and lazy loading malfunction overlap only broadly; they are not the same concrete defect." + "reason": "Both mention loading performance, but one is intermittent slow import and the other is lazy loading not working properly; not the same concrete failure." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility failure is unrelated to Qwen3-VL 2D bounding-box output errors." + "reason": "Python-version compatibility failure vs Qwen3-VL 2D box output issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type-checking regressions." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-check regression are unrelated." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Reading registered position_ids as a buffer is a specific tensor/buffer bug, while 45230 is too generic to match it." + "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs bug; different code paths." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and different failure modes." + "reason": "Specific `position_ids` buffer read error vs a placeholder generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." + "reason": "Tokenizer save/pretrained class mismatch vs a generic bug report; no duplicate signal." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star removal/performance regression is unrelated to cannot-import HybridCache." + "reason": "Different import failures: performance regression from imports vs missing `HybridCache` symbol." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategies typo and SequenceFeatureExtractor.pad list-conversion inefficiency are separate issues." + "reason": "Cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` conversion overhead." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import performance regression is unrelated to a bug in testing_utils.py." + "reason": "Import-star performance regression and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support regression is not the same bug as broad model breakage after v5." + "reason": "Python-version support regression is not the same as a generic v5 breaks-many-models complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is not the same as Qwen3.5 Moe from_pretrained failure." + "reason": "Qwen3-VL bounding-box hallucination is different from Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Python compatibility issue vs module import failure; different underlying problems." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list input." + "reason": "PatchTSMixer `post_init` policy issue is unrelated to `_get_tied_weight_keys` crashing on list input." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() after removals is unrelated to scheduler kwargs handling." + "reason": "Docs still referencing `pipeline()` is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not being applied with model_init is unrelated to flash_attention_3 causing degenerate training." + "reason": "Liger Kernel not applied under `model_init` is a different problem from Flash Attention 3 causing degenerate training." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "The env command regression and lazy loading malfunction are not the same concrete failure." + "reason": "Broken env command and lazy loading behavior are not the same code-path problem." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA/ReLU discussion is unrelated to Gemma-4 audio relative positional encoding." + "reason": "DSA indexer activation discussion is unrelated to Gemma-4 audio relative positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issues and tied-weight-key crashes are different code paths." + "reason": "Pipeline save_pretrained issue and tied-weight key crash are different code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "45310 is a specific Qwen3.5 MoE from_pretrained error; 45230 is too generic and does not match that concrete bug." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not duplicate-quality evidence." }, { - "left": "issue:45230", - "right": "issue:45478", + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and inability to import Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect Qwen3VL timestamp calculation vs GLM-5 RoPE implementation discussion; different model/code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "45478 is the same Qwen3.5 MoE failure as 45310, but 45230 is just a vague bug report with no matching symptom." + "reason": "Qwen3VL timestamp bug is unrelated to inverse_sqrt scheduler kwargs." } ] }, @@ -16985,8 +17096,6 @@ "issue:46218" ], "soft_pairs": [ - "issue:43519|issue:44485", - "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:46018|issue:46172", "issue:31795|issue:34689", @@ -16999,8 +17108,8 @@ "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", - "issue:43298|issue:46095", "issue:43606|issue:45468", + "issue:43298|issue:46095", "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", @@ -17033,166 +17142,154 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "3b35df01b419152acd6041f6c9584c4315fa307ac2462a9c1ec70d87d6bb9fb2", + "prepared_review_unit_hash": "a95f47a4c35cd8e1296210401f9657a40d10bd5a1a78f30324e3df0e8a466fac", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884282, + "serialized_chars": 884283, "estimated_input_tokens": 221071, "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 47, - "serialized_chars": 40309, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "soft_pair_count": 45, + "serialized_chars": 39713, + "estimated_input_tokens": 9929, + "estimated_eval_tokens": 20114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated single-issue reports; the soft similarities are topic-level, not true duplicates. I would not merge any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models'), so if one issue must stand in as the cluster representative, this is the closest fit.", + "summary": "This cluster is dominated by Transformers v5 / model-loading / tokenizer regression reports, but the soft pairs mostly point to different concrete bugs rather than true duplicates. I found no PRs, and no soft edge is strong enough to merge as the same underlying change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many models breaking after v5.0. It\u2019s vague, but it best represents the repeated regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most central and general complaint among otherwise specific reports, but it is still too vague to serve as a strong duplicate canonical for the others.", + "best_issue_reason": "issue:45850 is the most globally representative issue for this set because it captures the recurring \u201cv5 breaks many models\u201d pattern across the cluster, even though it is not very specific.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Different bugs in different components: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp bug and scheduler kwargs bug are unrelated code paths." - }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." + "reason": "Different problems: import-star scan/perf issue vs VRAM leak in Qwen3ForCausalLM multi-threaded loading." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a DeepSeek-V4 weight transpose bug are distinct problems." + "reason": "Both are DeepSeek-V4-related, but one is gating logic and the other is a tensor conversion/transpose bug; not the same code path." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a model loading regression." + "reason": "Documentation confusion vs a concrete model-loading regression for Llama 3.2 vision." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness and forward-doc confusion are unrelated." + "reason": "Checkpoint loading slowness is unrelated to forward-API documentation confusion." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads vs RoPE implementation discussion; not the same bug." + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation question." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific issues." + "reason": "Different models and different bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings are unrelated to a Qwen3ForCausalLM VRAM leak." + "reason": "TF32 API guidance is unrelated to a multi-thread VRAM leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage complaint does not match the specific Qwen3_5 import failure." + "reason": "Broad v5-breakage complaint vs a specific import failure for Qwen3_5ForCausalLM; not one concrete bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp calculation are separate failures." + "reason": "Local-files-only network requests vs incorrect Qwen3VL timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing files in save_pretrained are different bugs." + "reason": "Processor timestamp math bug vs missing save_pretrained outputs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp handling is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Timestamp calculation bug is unrelated to a VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling and Gemma-4 audio positional encoding are not the same change." + "reason": "torch.split return handling vs Gemma-4 audio positional encoding." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight conversion question." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different code paths." + "reason": "Audio continuous batching support issue vs DeepSeek-V4 weight-conversion question." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon mismatch vs Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different missing imports: HybridCache vs Qwen3_5ForCausalLM." + "reason": "Both are import failures, but for different modules and likely different missing symbols." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention unsupported for NemotronH and a Qwen3_5 import error are not the same bug." + "reason": "Flash Attention unsupported warning for NemotronH vs module import failure for Qwen3_5." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 changes, but one is broad behavior drift while the other is a specific decoder-type bug." + "reason": "Related tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type mismatch; not clearly the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are not duplicates." + "reason": "Scheduler kwargs bug vs unrelated low-signal issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated placeholder title are not related." + "reason": "Cache strategy typo is unrelated to the other issue." }, { "left": "issue:43618", @@ -17200,143 +17297,149 @@ "accept": false, "reason": "CLIPOutput attentions regression is unrelated to the other issue." }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is a placeholder/off-topic issue, the other is a broad v5 regression report." + }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the unrelated placeholder issue are not duplicates." + "reason": "Python 3.14 load failure is unrelated to the off-topic issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash affect different subsystems." + "reason": "Different crashes in different helpers: tied-weight key lookup vs chat-template tool-call handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on lists." + "reason": "Missing pad_token_id in config vs AttributeError in tied-weight key extraction." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint load slowness and an ImportError for layer_type_validation are different problems." + "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + "reason": "StableLmConfig pad_token_idx regression vs tied-weight key extraction crash." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save_pretrained files are unrelated." + "reason": "FP8 support request vs missing processor save_pretrained files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job status reporting and slow checkpoint loading are different failures." + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness and tensor-parallel training bug are unrelated." + "reason": "Checkpoint loading slowness vs tensor-parallel training bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are different issues." + "reason": "FP8 support/inference request vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same bug." + "reason": "Loading slowdown is different from a tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + "reason": "Continuous batching for audio models vs FP8 inference support request." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are different model implementations." + "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating bug." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint correction and tokenizer regex-warning regression are unrelated." + "reason": "Config type-hint mistake vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "ignore_value usage in Mask2former and missing kwargs in loss calculation are different bugs." + "reason": "Loss ignore_value bug vs kwargs not passed to loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs passthrough and attention-interface implementation are unrelated." + "reason": "Loss-kwargs bug is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug and tokenizer regex warning do not share the same code path." + "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former loss handling is unrelated to RoFormer attention implementation." + "reason": "Different model families and unrelated defects." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "ignore_value handling and a quantization-operation typo are different issues." + "reason": "ignore_value handling vs a typo in quantization operation naming." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs passthrough and a config type-hint mistake are not duplicates." + "reason": "Loss kwargs bug vs ModernBERT norm_eps type hint." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint error and a typo in quantization code are unrelated." + "reason": "Incorrect type hint vs typo in quantization-related text." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm vs RMSNorm is not the same as a ModernBERT type-hint issue." + "reason": "Llama4 norm design question vs ModernBERT type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former runtime bug vs ModernBERT config typing issue." } ] }, @@ -17369,52 +17472,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "3a3fd7340db0f4e9cad41f7cb08ce8df4201b38c228b00f89436a0b5f64f78aa", + "prepared_review_unit_hash": "adcc355aceaa06bb962484a41e8de136ba7aa700ee29bf6f1c40a03ee89d1b4c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are not duplicates: one asks for truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduler functionality, and one asks for word boundary offsets in Wav2Vec2. The title overlap is superficial only.", + "summary": "The three issues are unrelated: truncation behavior in tokenization, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. No duplicate cluster is present.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe three different feature requests in different parts of the library, so there is no single underlying bug/change to consolidate.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not a suitable cluster canonical because the other issues are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different requests and code paths: tokenizer truncation direction vs. Wav2Vec2 word offset extraction." + "reason": "Different features in different components; no shared bug or change path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: truncation behavior for tokenizers vs. learning-rate scheduler feature request." + "reason": "Token truncation option request vs learning-rate scheduler feature request; unrelated." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change: scheduler functionality vs. speech-model word boundary timing." + "reason": "Scheduler-like functionality request is unrelated to Wav2Vec2 word boundary timing." } ] }, @@ -17446,12 +17549,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "8623e998be0fb359bb0800f028ad64d5c143be2ce2a179b9f5e22810ea4ac111", + "prepared_review_unit_hash": "4c6443b1e62e17a15eae7ccb7fc2ef5c629b5feab18f2a50d0f2b1f136d950c0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17459,7 +17562,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17468,24 +17571,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three different issues with only superficial similarity around model/token handling and loading errors. The two soft edges should be rejected; there is no clear duplicate pair here.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 16618 is the broadest and most discussion-heavy of the set, so it is the best anchor if one must be chosen, but it still does not appear to duplicate the others.", + "summary": "The three issues describe different problems: tokenization parity, an auth/error-message problem when downloading private models, and a separate model-loading failure for bert-base-uncased. None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues target different failure modes and subsystems, so they should remain separate.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the most representative/central issue in the cluster because it is the only one about a core model-loading failure and has the most discussion activity.", + "best_issue_reason": "Issue 16618 is the broadest, most user-facing model-loading report, so it is the best representative issue in this cluster, but not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization vs. failing to load bert-base-uncased are different problems and code paths; only a very loose NLP/model-loading similarity is shared." + "reason": "Tokenization mismatch versus model-loading failure are different problems and do not look like the same code-path bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is about a bad error message when auth is missing for a private model, the other is about inability to load a public model; these are distinct issues, not the same underlying bug." + "reason": "One is a bad auth/error message for private model downloads; the other is a failure to load bert-base-uncased. Same general area, but not the same underlying issue." } ] }, @@ -17515,12 +17618,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "00759d9a14d6e67ce3d7577ebe3039f85996d8db858641172c417dc36588d096", + "prepared_review_unit_hash": "84e302ca347416140b149dc72f9d8d468ded52181796a570de8fdf55e05ae80d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17528,7 +17631,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17537,18 +17640,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution issues: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share only a loose theme of adding support for more architectures, not the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are both community feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be clustered as one underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for unrelated features (Flash Attention 2 support vs GGUF support).", "canonical_pr_reason": null, - "best_issue_reason": "No duplicate canonical issue here; if a representative must be chosen, #26350 has higher discussion activity and is the older, more established request.", + "best_issue_reason": "No single best issue for the cluster, since the items do not describe the same underlying enhancement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests for different integrations (Flash Attention 2 vs GGUF); the overlap is only broad subsystem/theme language, not the same underlying issue." + "reason": "Different requested support targets and likely different code paths; they are not the same underlying feature request." } ] }, @@ -17607,12 +17710,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "7e5edff81e8eba135571766d8eac4d9a5be643e6e68100f162f91fcea25459e5", + "prepared_review_unit_hash": "436e9cbed2a9deb275d5b818c95d9034efdf1f31e934cd73fa9f4868bb2ca344", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, + "serialized_chars": 13527, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -17620,7 +17723,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, + "serialized_chars": 13527, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -17629,162 +17732,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one unified duplicate set: most items are separate i18n translation requests for different languages, while there are two small exact-match duplicate subgroups (the generic placeholder translation issues, and the two identical Thai-titled issues).", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "These issues are mostly unrelated i18n translation requests in different languages; many are only superficially similar because they use the same or placeholder issue template. I found one strong duplicate-like pair with identical Thai titles and matching body size, but the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:27088 is the most concrete, fully specified translation request (Turkish) and is more representative than the placeholder/template-titled issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the generic placeholder translation subgroup because it is the earliest of the near-identical placeholder-title issues.", + "best_issue_reason": "issue:27088 is the clearest representative issue in this cluster because it has a specific language, a normal title, and active discussion; the others are either different languages or generic placeholders.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language translation requests; same broad i18n theme, but not the same issue." + "reason": "Different issue topics/languages; the similarity is only the shared i18n translation template." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic placeholder translation request; not the same underlying issue." + "reason": "Different target language and no evidence they describe the same translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Actual Turkish request does not match the placeholder template issue." + "reason": "Same broad docs-translation theme, but no sign of the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so these are distinct translation requests." + "reason": "Turkish vs Romanian translation requests are distinct issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues." + "reason": "Turkish vs Spanish translation requests are separate language-specific issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder translation issue." + "reason": "Spanish request and generic template title are not clearly the same issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request vs. placeholder template; not a duplicate." + "reason": "Different language request; shared wording is too generic to merge." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different issues." + "reason": "Spanish and Romanian translation issues are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request vs. placeholder template; not the same issue." + "reason": "No evidence of the same concrete translation task." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the placeholder translation issue." + "reason": "Both are translation-related, but one is Romanian and the other is only a template-like placeholder." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs. generic placeholder; not a duplicate." + "reason": "Romanian request is not the same as the placeholder-titled issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Actual Romanian request does not match the placeholder template issue." + "reason": "Shared template language is not enough to treat them as duplicates." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different translation requests; not the same issue." + "reason": "Different titles/content; no concrete indication they are the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different translation requests; not the same issue." + "reason": "Different titles/content; too little evidence for a duplicate." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title and near-identical content; looks like the same issue reopened or duplicated." + "accept": false, + "reason": "Identical placeholder title, but no body detail proving the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder translation issue; no substantive distinction visible." + "accept": false, + "reason": "Same generic template title alone is not enough to merge." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-title translation issue and Thai-titled issue do not appear to describe the same request." + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-title translation issue and Thai-titled issue do not appear to be the same underlying issue." + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Identical placeholder translation request; these look duplicate." + "accept": false, + "reason": "Same placeholder title, but insufficient evidence that these are the same submission." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different translation requests; not a duplicate." + "reason": "No meaningful overlap beyond both being issues." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different translation requests; not a duplicate." + "reason": "No meaningful overlap beyond both being issues." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different translation requests; not the same issue." + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different translation requests; not the same issue." + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact Thai title and near-identical metadata, so this is a clear duplicate pair." + "reason": "Exact same Thai title and identical body length strongly suggest the same underlying issue/duplicate submission." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the language-specific issues are kept separate, the placeholder-title trio is grouped as a duplicate subgroup, and the two Thai-titled issues are treated as a duplicate pair. The soft-edge verdicts are conservative and do not overclaim beyond the visible titles and similarity signals." + "feedback": "The summary is grounded in the packet: the listed issues are translation requests or template-like placeholders, and the one accepted duplicate pair (issue:46222 / issue:46226) is supported by identical titles and identical body length. The remaining rejections are conservative given the lack of body-text evidence beyond shared templates." }, "evaluator_used": true, "retried": false, @@ -17860,12 +17963,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "46bc2c00041ed753d4b0d7b7d7d253e92da2c902970e6a715f6225ed1309fee4", + "prepared_review_unit_hash": "5bb4488ac470a00f85a1a4367eae1c399abfd6c5aab10d6310ae358cd5ca3222", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21659, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17873,7 +17976,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21659, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17882,228 +17985,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Loose similarity cluster of model-request issues across many unrelated architectures and modalities. They share a template (\u201cadd/support model X\u201d) but do not describe the same underlying change, so there is no safe duplicate canonicalization.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items are distinct model requests rather than duplicates of one bug/change.", + "summary": "The cluster is a broad set of model-addition/support requests across unrelated architectures and modalities. The soft-similarity links are too generic to indicate duplicate bugs or mergeable PRs, so no pair should be collapsed.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: these items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3 TTS/ASR, Voxtral, EUPE), so there is no single duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; the cluster is heterogeneous and similarity is mostly naming/template overlap.", + "best_issue_reason": "No single best issue; this is a loose collection of distinct model-support requests rather than one underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families (EuroBert vs DEIMv2); same request pattern, not the same change." + "reason": "EuroBert config vs DEIMv2 support; different models and code paths." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert model config request is unrelated to Qwen3-TTS audio support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different architectures and implementation paths." + "reason": "EuroBert and RF-DETR are different model additions, not duplicates." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests, not one fix." + "reason": "RF-DETR object-detection support vs DEIMv2 model support; distinct requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR (detection) and LFM2.5 Audio are different tasks and code paths." + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families/modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated models." + "reason": "RF-DETR detection support vs weight-sparse transformer request; different changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model integrations." + "reason": "RF-DETR vision model vs Qwen3-ASR audio model; not the same underlying change." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model additions." + "reason": "RF-DETR and Qwen3-TTS target different modalities and implementations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated models." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request target different implementations." + "reason": "NeoBERT support vs weight-sparse transformer request; different architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio address different model families." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model-add tasks." + "reason": "RF-DETR and NeoBERT are different model additions, not one fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + "reason": "NeoBERT and ModernVBERT are separate model-support requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different models." + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." + "reason": "MiniCPM3 architecture request is unrelated to weight-sparse transformer support." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model integrations." + "reason": "MiniCPM3 and ModernVBERT are distinct model-architecture requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are different code paths." + "reason": "MiniCPM3 support vs Voxtral-TTS support; different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate requests." + "reason": "ModernVBERT support and Qwen3-TTS support are not the same change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like RoPE models are not the same underlying change." + "reason": "ModernVBERT model support vs generic BERT-like RoPE request; too broad and not duplicate." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS support are different model families." + "reason": "BERT-like RoPE models vs Voxtral TTS support; different features." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are closely named but distinct modalities and implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related family names but separate capabilities/code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + "reason": "Qwen3-TTS support and Voxtral-TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS audio support vs DeepSeek-OCR2 vision/OCR support; unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are different code paths." + "reason": "Qwen3-TTS support is unrelated to weight-sparse transformer support." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + "reason": "Qwen3-ASR vs LFM2.5 Audio; same broad domain, different models and changes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE encoder support are unrelated." + "reason": "Qwen3-ASR audio support and EUPE perception encoder are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are different implementations." + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model changes." + "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." + "reason": "Qwen3-ASR and Voxtral-TTS are distinct audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model integrations." + "reason": "NeoBERT and Voxtral-TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models/tasks." + "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2; different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE encoder and TIPSv2 are separate model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not one change." } ] }, @@ -18133,7 +18236,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "1870ec9990d5dce0917ef28f19fb1749770856a81f451b6d7b939e2c3292d4ed", + "prepared_review_unit_hash": "513db45ca1a146a2a0f6add0dc07f7fdaff0cd8ab434b3be91ffd3a64aa2c796", "component_budget": { "node_count": 2, "item_count": 2, @@ -18155,18 +18258,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates or the same underlying task: one is a documentation request about adding Pruna, the other is a Vision RoPE refactor. The soft similarity signal is too weak to override the clear topic mismatch.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items cover unrelated workstreams (docs integration request vs. vision model refactor).", + "summary": "The two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue #46443 is the more concrete technical item; issue #38740 is a standalone docs request and does not match it.", + "best_issue_reason": "`issue:46443` is the better representative of the cluster because it is a concrete code-change issue; `issue:38740` is a docs-only request and unrelated to the Vision RoPE work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: a docs request to add Pruna versus a Vision RoPE refactor. They do not describe the same bug or change." + "reason": "Different topics and scopes: a documentation request to add `pruna` versus a Vision RoPE refactor. No shared code path, filenames, or explicit linkage." } ] }, @@ -18196,7 +18299,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "5491d57b103c68152c97b81cbd2eab0e8e235aec707bd5758518d1fe1238c2c2", + "prepared_review_unit_hash": "5b6bbfe75c51fef8b2c91eca44321f4d59067a20280b9e77ec7c94def23025dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18218,18 +18321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support, with no shared targets or codepath evidence.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about setting block decoding, while the other requests DeepSeek v3.2 support. They describe different features and different problem spaces.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues are unrelated and do not describe the same underlying bug or feature request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more concrete, actionable feature request; issue 41084 is a separate decoding topic and does not appear to be the same underlying problem.", + "best_issue_reason": "Neither issue is a good cluster representative because the pair is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles and available metadata point to different concerns: block decoding vs model-version support. There are no shared files, targets, or explicit links suggesting the same underlying bug." + "reason": "Different topics: block decoding implementation vs. model/version support for DeepSeek v3.2. No shared concrete bug or change." } ] }, @@ -18259,12 +18362,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "cfc009f57c4adc314a83d2f025c8f3439cfa9d8bb5b62729a8c228f9b10508ef", + "prepared_review_unit_hash": "0baf74f89b5a73aa7fc2ba7f16005a043afcf48cb3200e624f6284ddb84ea4cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18272,7 +18375,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18281,18 +18384,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level via custom Trainer extensibility, but they describe different bugs/changes: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the broader and more central Trainer customizability request; it is the better representative of the cluster\u2019s shared theme.", + "summary": "These two closed issues are both Trainer-related, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "#43598 is the more specific and implementation-oriented request, centered on a concrete Trainer setting (`remove_unused_column`) and how custom trainers should control it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the clearest canonical issue because it targets a concrete Trainer behavior affecting customizability, whereas #43600 is a separate metric-estimation concern.", + "best_issue_reason": "#43598 is a better canonical issue because it points to a single, well-defined Trainer behavior change rather than a broader accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: they touch different code paths and behaviors. One is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers; they are not the same underlying bug and would not be merged as one fix." + "reason": "They involve different underlying behavior: column removal customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." } ] }, @@ -18322,7 +18425,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8962100661bd79174412c5e5d514573179a57d16acdbbfdf91386cce809dd255", + "prepared_review_unit_hash": "523caf8cad38cf46b9785752e0552792aa98b27adf44bb28281904f0ba360e5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18344,18 +18447,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are about different Qwen model support requests: one asks for Qwen3-Omni auto-registration, the other asks for Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43684 is the broader, more central request (AutoModel / AutoModelForConditionalGeneration registration) and is the better representative of the cluster, though it is not a duplicate of 44405.", + "summary": "These issues are about different Qwen model families and different capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the cleaner representative because it targets core model registration rather than a narrower task-specific head.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different requested capabilities: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They do not describe the same underlying fix." + "reason": "Different targets and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Not the same bug or change, so not a duplicate." } ] }, @@ -18392,12 +18495,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "98bf37d1a9854400a26fff257fbf414d4b1b6215fc8c54dc4c3e060b2ef03e6c", + "prepared_review_unit_hash": "22bbcc1c332bccb3b741ec5cfb879a54623db317672ec225c671e67714dc6624", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18405,7 +18508,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18414,58 +18517,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same near-empty title 'huggingface ' and are very likely duplicates; the 'Fett' issue appears unrelated. I would cluster the three huggingface issues together and leave 43835 separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue 43845 is the earliest of the near-identical 'huggingface ' issues and is as complete as 43846, making it the best duplicate representative.", + "summary": "Four issue stubs with almost no body content. Three share the identical generic title \"huggingface \" and one is unrelated-looking \"Fett\". There is not enough concrete information to confidently merge any pair as the same underlying bug.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 43845 is the cleanest cluster anchor: it is one of the identical \"huggingface \" reports and is the earliest of that repeated title group. The other issue \"Fett\" looks unrelated from the title alone.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best global issue candidate because it is the earliest and most representative of the duplicate huggingface set, while 43835 does not match that topic.", + "best_issue_reason": "43845 is the best issue candidate for deduplication only because it matches the repeated title pattern and is earliest among the near-identical reports; however, the underlying problem is not described well enough to be strongly certain.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same problem; 43835 ('Fett') looks unrelated to the huggingface issues." + "reason": "Titles differ and there is no body detail or shared target evidence showing the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No sign of the same underlying issue; 43835 is distinct from the repeated huggingface reports." + "reason": "Titles differ and the available metadata is too sparse to establish a common underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient overlap beyond generic similarity; this does not look like the same bug or request." + "reason": "Titles differ and there is no concrete bug description to justify treating them as duplicates." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same near-identical title and no distinguishing details; these look like duplicate reports of the same underlying issue." + "accept": false, + "reason": "Same generic title, but no substantive description or issue target evidence confirms they are the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and same subject with no evidence of a different problem; likely duplicate issue reports." + "accept": false, + "reason": "Same generic title, but the records are too thin to safely conclude duplicate underlying content." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "All evidence points to the same minimal huggingface issue report, so these are duplicates." + "accept": false, + "reason": "Same generic title, but there is insufficient evidence beyond textual similarity to accept a duplicate merge." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title, 43845 is the earliest of that trio, and 43835 clearly has a different title. The soft-edge verdicts are conservative given the available evidence, and no pair is overstated beyond what the packet supports." - }, - "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 }, @@ -18499,7 +18599,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b4ff61a0dd306d5edad23c08070758c7c1cd90a190b978229d1e8f3b929c0429", + "prepared_review_unit_hash": "8f26ed1fa75610e03d7d0b5c015e8ce0adc5831f42e9eac795a28906dacade0f", "component_budget": { "node_count": 5, "item_count": 5, @@ -18521,66 +18621,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates of one real bug or request; they appear to be unrelated spam or generic placeholder items, with no shared concrete problem statement.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly unrelated low-information issues. Three items share the exact spam placeholder title, but there isn\u2019t enough substantive content to treat them as the same underlying bug/report; the other two are clearly different topics.", + "confidence": 0.86, + "canonical_issue_reason": "No strong canonical issue exists. If forced to pick, 44371 is the least-bad anchor because it is the earliest of the identical spam-placeholder issues, but the set is not a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue exists. If one must be chosen, #44418 is the only non-spam-like, slightly descriptive item, but it still does not match the others as the same underlying issue.", + "best_issue_reason": "44371 is the earliest item and matches the same placeholder spam title as 44572 and 44573, so it is the best anchor only by chronology, not by substance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '' and provide no concrete shared bug or change; the similarity is not enough to establish a duplicate." + "reason": "Same placeholder title, but no body detail or shared target to show the same underlying issue; treat as separate spam items." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders with no actionable details, so there is no evidence they describe the same underlying issue." + "reason": "Identical spam title alone is not enough to prove a duplicate report or the same underlying bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same specific problem or request." + "reason": "Generic spam placeholder versus a documentation enhancement request; clearly different topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'Check out \"Google LLC\"' is unrelated to a spam placeholder and does not indicate the same issue." + "reason": "Generic spam placeholder versus a distinct 'Google LLC' topic; no evidence of the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation suggestion is not the same concrete issue as a spam placeholder." + "reason": "Documentation enhancement request does not match the spam-placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The titles are too generic and point to different kinds of content; no same-bug or same-change evidence." + "reason": "Different issue types and no shared substantive content." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no concrete shared bug report or change request to treat them as duplicates." + "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "These titles are unrelated and do not point to one underlying problem." + "reason": "Spam placeholder versus distinct 'Google LLC' issue; not the same underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a company-name prompt are not the same issue." + "reason": "Spam placeholder versus distinct 'Google LLC' issue; no basis for duplicate merging." } ] }, @@ -18610,7 +18710,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "622dd2b3c3a6440b5e77eae8c21a0c961bb0b6254d6f1afb801552a34413d2d5", + "prepared_review_unit_hash": "4673900643cb57abf76e72d6c6d3168a78923a954590fcac1a139eeb64655cac", "component_budget": { "node_count": 2, "item_count": 2, @@ -18632,28 +18732,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and a soft similarity signal, so they likely refer to the same report. #45145 is the better canonical issue because it was created earlier and already has one inbound reference, but the packet does not prove the bodies are identical.", - "confidence": 0.82, - "canonical_issue_reason": "#45145 is the stronger duplicate target because it was created first and already has an inbound reference; the duplicate pair also shares the same title and a soft similarity signal.", + "summary": "The two issues have identical titles and very similar body lengths, but the packet does not include body text or other concrete overlap proving they are the same report. They look related or duplicated, but the evidence is not strong enough to treat them as confirmed duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "#45145 is the slightly better canonical candidate only because it was created earlier and has one inbound reference, but the packet does not prove it is the same issue as #45151.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative issue to keep because it is earlier and already externally referenced, making it the most established copy of the duplicated report.", + "best_issue_reason": "#45145 is the best issue representative in this pair for the same tentative reasons: earlier creation and a small amount of linkage activity, not because the content is confirmed identical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles plus the packet\u2019s soft-similarity signal make this a plausible duplicate pair. The evidence is not enough to claim the bodies are identical, but it is sufficient to treat them as the same underlying issue with moderate confidence." + "accept": false, + "reason": "Exact title match is suggestive, but the packet does not show identical body text or other distinguishing evidence that they are the same underlying issue; this is too weak for a duplicate merge decision." } ] }, "evaluator_result": { "accept": false, - "feedback": "Rejecting because the analyst overstates the evidence. The packet supports identical titles and a soft similarity signal, plus #45145 has one inbound reference and was created earlier, but it does not establish that the bodies are the same. Phrasing like \"same title/body\" and \"highly similar bodies\" is stronger than the packet warrants. The soft-edge acceptance is plausible, but should be described more conservatively." + "feedback": "The comparison is only partially grounded in the packet: the titles match and the bodies are similar in length, but the packet does not show identical body text or other evidence that the issues are the same. The soft-edge accept is therefore too strong, and the canonical/summary language overstates the evidence by saying the issues have the same body/content." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18730,7 +18830,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "1c6f4f2575b51b6749ae4628eeb49e3621ea83f5217eb928701f9cb66403113c", + "prepared_review_unit_hash": "af8b09f0e82f70810e46753262cce6b8a30ccd3bdca717266437ccd9730d5b72", "component_budget": { "node_count": 2, "item_count": 2, @@ -18752,18 +18852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about 4-bit inference failures, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo()` type error on `uint8` weights, the other is a `BitsAndBytesConfig` skip-module handling bug that drops the default `lm_head` exclusion and triggers an assertion. Not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #45674 is the broader, more generally actionable report around 4-bit inference and BitsAndBytesConfig behavior; #45672 is a narrower Gemma4/audio-specific failure mode.", + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module dtype/finfo failure on uint8 weights, the other is a BitsAndBytesConfig skip-module handling bug that drops the default lm_head exclusion. They are related only at the broad subsystem level and should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because its title and failure mode are more broadly described around a configuration-level 4-bit inference regression, while 45672 is a model-specific audio-module dtype error.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the better representative issue because it describes a generic configuration-path bug with a clear root cause and wider applicability than the Gemma4-specific `torch.finfo()` crash in #45672.", + "best_issue_reason": "Issue 45674 is the best standalone issue for triage because it states the concrete config interaction and likely affects more than one model path; 45672 appears narrower and more specialized to Gemma4 audio modules.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the concrete failures differ: `torch.finfo()` on `uint8` weights in Gemma4 audio modules vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. Different code paths and root causes." + "reason": "Different underlying bugs and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion/AssertionError regression caused by llm_int8_skip_modules in BitsAndBytesConfig. Same broad 4-bit area is not enough to merge them." } ] }, @@ -18793,30 +18893,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "a4326cb46286f4dca9ea43146939aae488b7c3646f30a22e2217d12e77799a59", + "prepared_review_unit_hash": "cafbf2a717d779a7ce3f788dc45655945664f7fa8c6cc67d74ba551594ae68f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to be duplicates; they are unrelated low-information entries with different names and dates.", - "confidence": 0.95, + "summary": "These two closed issues have only weak textual similarity and no shared content, targets, or context; they look like unrelated records rather than duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18826,7 +18926,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different subject names and birth dates, with no shared bug report content or issue context; this does not look like the same underlying issue." + "reason": "Different person names and different dates with no body, links, or shared context; not enough evidence that they describe the same underlying issue." } ] }, @@ -18856,7 +18956,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "290dfe1bec42d3f711735b983e6c207a988a8ab0876d44d7b4857738c561aef7", + "prepared_review_unit_hash": "ba59f0affb3964dc7e7c607bca8e23fa31c42c41896cec5649dab31af0637f9f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18878,7 +18978,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated closed entries with only superficial title similarity (personal names and dates). There is no evidence they describe the same bug or request, so they should not be clustered as duplicates.", + "summary": "These two closed issues are not duplicates: both are empty, unrelated personal-name/date titles with no body, no shared targets, and no code or product context.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18889,7 +18989,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles reference different people and different dates; no body, links, or other evidence indicates the same underlying issue." + "reason": "Only weak title similarity; the issues contain no description, targets, or evidence of the same underlying bug/request." } ] }, @@ -18919,7 +19019,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "4990dd69d0ecbac502fe64479ee82516ce004bd6df04692fed78ce76b4b7b18b", + "prepared_review_unit_hash": "656c4d45931f96a1c033578efc4b8df352224bcdbe7cf578bde14acc16290319", "component_budget": { "node_count": 2, "item_count": 2, @@ -18941,18 +19041,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification head/value model, while the other asks for FP8 training support. No duplicate relationship is evident.", + "summary": "These issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice because they cover different features and would not subsume the other.", + "best_issue_reason": "issue 45810 is the more concrete, narrowly scoped request; issue 46295 is broader and unrelated to the model-class feature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code paths: model head support vs FP8 training infrastructure. They should not be merged as duplicates." + "reason": "The titles describe different problems: adding a specific model class vs enabling FP8 training support. There is no shared underlying bug or change request." } ] }, @@ -18992,12 +19092,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "82d2cc5784321861b79f4ddec87e8602a2cd34bd3443b6ba396e7c378e81539d", + "prepared_review_unit_hash": "5722bad71c65613a3f076b6689acbb1dd132569a0addc0a539308bbec0d9b2ac", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19005,7 +19105,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19014,66 +19114,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it contains two exact duplicate pairs (45870/45871 and 45872/45873) plus one thematically similar but distinct dataset issue (45869).", - "confidence": 0.88, - "canonical_issue_reason": "45872 is the best canonical issue for the substantive DataForge request: it has an exact duplicate in 45873 and is more concrete than the example-style 45870/45871 pair; 45869 is a different dataset promotion and should not anchor the cluster.", + "summary": "This cluster is noisy: 45870/45871 are an exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is unrelated.", + "confidence": 0.94, + "canonical_issue_reason": "45870 is the best anchor if one issue must represent the cluster: it has an exact duplicate (45871) and is the most generic, while 45872/45873 are a separate exact-duplicate request and 45869 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the most representative issue in the set because it describes a specific DataForge + scraping-service request and has an exact duplicate; the other items are either a separate example topic or only broadly related.", + "best_issue_reason": "45870 is the most suitable keep-as-canonical issue because it is the earliest clean duplicate in the most self-contained pair; the other exact pair is a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different asks: a dataset/sample offer versus an example notebook-style issue; same broad finance theme but not the same underlying issue." + "reason": "Dataset bundle promo vs. an example request; same domain but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different asks: dataset/sample offer versus an example notebook-style issue; not the same concrete bug or change." + "reason": "Dataset bundle promo vs. an example request; not the same concrete issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate: identical title and matching body length, with no sign of distinct scope." + "reason": "Same title/body pattern and same example request; looks like an exact duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but one is an example request and the other is a scraping-service request; too different to be the same issue." + "reason": "Both are about DataForge/financial data, but one is a prediction example and the other adds a scraping service; different request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same reason as 45870/45872: example-focused request versus scraping-service request, not the same concrete issue." + "reason": "Prediction example vs. scraping-service request; related theme, but not the same bug/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete asks: example notebook content versus scraping-service integration; only broad topical overlap." + "reason": "Exact duplicate of the example request vs. a different scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete asks: example notebook content versus scraping-service integration; not a mergeable duplicate." + "reason": "Exact duplicate of the example request vs. a different scraping-service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate: identical title and matching body length, indicating the same underlying request." + "reason": "Same title/body pattern and same DataForge scraping-service request; looks like an exact duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the two title-identical pairs are supported by identical body lengths and jaccard 1.0, and 45869 is only soft-similar to the others. The soft-edge verdicts are conservative and the canonical choice is reasonably justified." + "feedback": "Grounded and conservative: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles and body lengths, while 45869 is materially different. The canonical choice of 45870 is reasonable as the earliest anchor among the duplicate example-request pair." }, "evaluator_used": true, "retried": false, @@ -19100,7 +19200,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "4d4ca53ea3fca65504744784928adc9e2e006bcfdfb5c0192ba90f13edc56b6f", + "prepared_review_unit_hash": "2db926bd9b58bd43ec3cac1c93b3df19cbae9690a77f8572ed350e3d78003726", "component_budget": { "node_count": 2, "item_count": 2, @@ -19122,18 +19222,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are closely related in theme (static cache + linear-attention), but they do not clearly describe the same concrete failure mode: one reports shape corruption/RuntimeError during early initialization, while the other reports a Qwen3.5-specific KeyError for `linear_attention`.", - "confidence": 0.81, - "canonical_issue_reason": "`issue:46439` is the better representative because it describes the broader, more general static-cache/linear-attention failure mode rather than a model-specific symptom.", + "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they point to different failure modes: one reports shape corruption in early initialization, the other a `KeyError` for a missing `linear_attention` cache path. Similar area, not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical representative because it describes the bug more generally and concretely: static cache early initialization corrupting linear-attention shapes and causing a runtime error.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:46439` is the strongest cluster candidate: it names the likely root area (`early_initialization` + linear-attention layers) and the resulting corruption more generally.", + "best_issue_reason": "Issue 46439 is the strongest standalone issue: it gives the clearest symptom chain and likely broader applicability beyond a single model instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related subsystem, but not enough evidence of the same underlying bug: one is a shape-corruption RuntimeError, the other is a Qwen3.5 `KeyError` path." + "reason": "Related static-cache/linear-attention failures, but the reported errors differ materially (`wrong shapes` vs `KeyError: 'linear_attention'`), so they are not clearly the same underlying bug." } ] }, @@ -19163,7 +19263,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "597947c72c52239ba06506a7a7759754a817553ee48b246f7fadef5ea43311f5", + "prepared_review_unit_hash": "fec883056b26a37c8ab778c8da8b6ff78d86e4f0655572509e409833b79bad70", "component_budget": { "node_count": 2, "item_count": 2, @@ -19185,27 +19285,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are duplicate reports of the same Wav2Vec2CTCTokenizer v5 special-token/word-delimiter bug; they differ only in state and timestamps. The open issue is the better canonical representative.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is the later, still-open report with the same exact title/body, so it best represents the active canonical bug thread.", + "summary": "The two issues are highly similar and likely duplicates of the same Wav2Vec2CTCTokenizer v5 bug. Issue 46552 is the better canonical thread because it is open and already has inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46552 is the better canonical tracker because it is open and already has inbound references, and it appears to be the active thread for this highly similar report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the best issue to keep because it is open and accumulates references for the same bug.", + "best_issue_reason": "Issue 46552 is the strongest overall issue candidate: it is open, referenced, and matches 46551 on title/body size and apparent bug description, so it is the best place to continue discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same bug report with identical title/body; same underlying issue." + "reason": "Same title and same-length body, with soft-similarity evidence pointing to the same tokenizer special-token bug; this looks like a likely duplicate rather than a distinct report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The result is grounded in the packet: both issues have the same title, the same body length, and soft-similarity evidence of 1.0; 46552 is later and open, with inbound references, so selecting it as the canonical issue is conservative. The duplicate soft-edge verdict is also appropriately cautious." + "accept": false, + "feedback": "The duplicate-call is plausible and 46552 is a reasonable canonical thread because it is open and has inbound references, but the writeup overstates the evidence by calling the issues an \"exact same\" or \"same wording\" report. The packet only supports very high similarity (identical titles, same body length, soft_similarity), not exact body equivalence. Please phrase it as a likely duplicate / highly similar issue rather than asserting identity." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19259,163 +19359,157 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ba37ae598d145567d965ae624419394c21adc9eb015e6326230d8305e697c722", + "prepared_review_unit_hash": "1000def763b1c775f04d87ca48aa1ff07891bde546c9e58afb94395696e898e4", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38086, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38086, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs; the only genuine duplicate-style pair is 43251/43254, two near-identical fixes to `fixed_cross_entropy` in `loss_utils.py` that both target issue 43240. All other soft edges are broad topical similarities only and should be rejected.", - "confidence": 0.96, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad thematic similarity. The only pair that looks like a true duplicate/same-change overlap is the two `fixed_cross_entropy` patches for issue #43240; they can plausibly be merged into one PR. All other pairs are too different in scope, subsystem, or intent.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "43251 is the cleaner canonical representative of the shared `fixed_cross_entropy` change: it explicitly references issue 43240, patches the same function, and is slightly more developed/reviewed than 43254, which is a near-identical alternative patch for the same fix.", + "canonical_pr_reason": "PR #43251 is the best canonical representative for the only genuine overlap: it directly targets the tracked issue #43240 and implements the same `fixed_cross_entropy` kwargs pass-through change as #43254, but with the more explicit issue-linked framing.", "best_issue_reason": null, - "best_pr_reason": "43251 is the best overall PR candidate for the cluster because it is one of the two near-duplicate, issue-backed fixes for 43240; among that pair it is the more developed/reviewed representative, while the rest of the cluster are unrelated.", + "best_pr_reason": "PR #43251 is the best overall representative of the actual duplicate pair because it is the clearer, issue-linked implementation of the same loss-function fix and is a complete standalone patch.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different models/features: VideoPrism addition vs. Executorch dynamic-shape export test. No shared bug or mergeable change." + "reason": "Both are model/test-related PRs, but one adds VideoPrism and the other adds an Executorch dynamic-shape test; they fix entirely different problems and would not be merged together." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs. Executorch export tests; unrelated subsystems and no same concrete fix." + "reason": "Mistral tokenizer missing-methods work is unrelated to an Executorch export test; different code paths, different bug class." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API gap vs. adding a new MobileLLM model. Only superficial similarity around model code." + "reason": "Tokenizer method additions for MistralCommon and adding MobileLLM are unrelated features/fixes in different model areas." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes vs. adding MobileLLM. Not the same bug or code path." + "reason": "Processor auto-loading robustness and adding MobileLLM are not the same bug/change; one is infrastructure, the other is a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated changes." + "reason": "`fixed_cross_entropy` kwargs support and MobileLLM model addition are unrelated changes with no shared concrete bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs. Mistral4 test/model work. No common concrete bug." + "reason": "Cross-entropy kwargs support and Mistral4 test fixes touch different subsystems and solve different problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test and Mistral4 test/model changes are different problems." + "reason": "Executorch dynamic-shape export testing is unrelated to Mistral4 test fixes; both are tests but not the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability test vs. adding a new model family; no shared underlying issue." + "reason": "Adding an export test for dynamic shapes is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition vs. config resolution ordering fix. Different code paths and goals." + "reason": "MobileLLM model addition and config-resolution ordering are different concerns with no shared code-path bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model addition vs. Falcon output-capture refactor; not the same fix." + "reason": "A new model implementation and a Falcon output-interface refactor are unrelated changes." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model addition vs. model-creation skill/docs. No duplicate bug or change." + "reason": "Falcon refactoring and the model-creation skill are entirely different; one changes model code, the other adds tooling/docs for model creation." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor vs. model-creation skill; no shared code-path issue." + "reason": "Falcon output-collection refactoring and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs. `layrnorm` renaming cleanup; different models and different fixes." + "reason": "Mistral4 test fixes and the `layrnorm` spelling/rename patch target different issues and different model families." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs. model-creation skill; only broad topical overlap." + "reason": "Mistral4 test fixes and chat-parsing updates are unrelated across different parts of the library." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs. config resolution ordering fix; unrelated change sets." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated changes; broad similarity in ML infra is insufficient." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs. TDT loss kernel integration; different functionality." + "reason": "Mistral4 test fixes do not match the config-resolution order fix; different bug and different code path." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs. chat response parsing overhaul; unrelated features." + "reason": "Despite a shared auto/modeling filename, the Mistral4 test fixes and model-creation skill are unrelated and not mergeable as one PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation vs. model-creation skill artifacts; not the same underlying change." + "reason": "Adding MobileLLM and adding the model-creation skill are different workstreams; one is product code, the other is tooling/docs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches modify `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` with supported kwargs for the same issue target and same code path." + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` for the same tracked issue #43240; they address the same concrete loss-function bug and could be merged into one change." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair judgment for 43251/43254 is well supported and conservative. However, the cluster summary overstates the evidence by saying PR 43251 is 'the only one with a clear issue-backed bug fix'\u2014PR 43254 also explicitly targets the same issue (43240) and fixes the same function. Please make the overall summary and best-pr reason less exclusive and more precise." + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft-edge pair, pull_request:43251 vs pull_request:43254, is well supported by the packet: both touch src/transformers/loss/loss_utils.py and share issue target 43240, so they look mergeable into one bugfix PR. The remaining rejections are appropriately cautious; none are overstated beyond the packet evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19439,7 +19533,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "704819040b60fbcd6eaa5c8c6ef6eb96efbe046a0e2682e56475bab38113a11f", + "prepared_review_unit_hash": "420fa127f498c84f683c292f9e4be343e8d613421ca9df429e945642753dc21c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19461,18 +19555,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they target different deliverables: PR 40546 is the initial base VibeVoice integration, while PR 42781 is a later VibeVoice Realtime expansion with additional tokenizer/generation work. They overlap on shared model plumbing, but not the same concrete change set.", + "summary": "These are related VibeVoice feature PRs, but they target different scopes: the first adds the base VibeVoice integration, while the second adds a Realtime variant plus acoustic-tokenizer work. They share several filenames, but they do not appear to be the same concrete change or a single mergeable fix.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader and newer VibeVoice-related change, covering realtime support and the acoustic tokenizer, while 40546 is the earlier base integration.", + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR because it implements the base VibeVoice model integration and documentation, whereas 42781 is a later, narrower Realtime extension with additional tokenizer/generation changes.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the most representative single VibeVoice PR in this cluster because it subsumes more of the VibeVoice stack and includes the realtime-specific additions.", + "best_pr_reason": "PR 40546 is the best representative artifact for the underlying VibeVoice addition; it is broader, more foundational, and less specialized than the Realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share VibeVoice infrastructure files, but 40546 is the base implementation and 42781 adds a separate realtime/acoustic-tokenizer feature set; they are not the same concrete bug or mergeable change." + "reason": "Reject: these look like related feature work, not the same underlying change. 40546 adds VibeVoice support, while 42781 adds VibeVoice Realtime and extra acoustic-tokenizer/generation pieces; they could not plausibly be merged as one duplicate PR without losing distinct scope." } ] }, @@ -19502,7 +19596,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a49731a7371ba856cedc3c40df3a7bd12623c5469645dde508774c9360189f64", + "prepared_review_unit_hash": "07cfe90dcd866de5b209e8f0ffcc34e23db4311e9effb7bf4cd9cbf58c1a3826", "component_budget": { "node_count": 2, "item_count": 2, @@ -19524,18 +19618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests are grouped together only by weak textual similarity. One adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support; they touch different models, code paths, and user features.", + "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families, code paths, and deliver unrelated features.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for the cluster: the PRs address different features in different model families and do not represent the same underlying change.", + "canonical_pr_reason": "No canonical PR: the PRs are unrelated standalone feature additions in different subsystems, so neither can represent the other.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR for deduplication purposes; both are separate, substantive feature additions.", + "best_pr_reason": "No global best PR for duplicate triage: there is no shared underlying bug/change to consolidate.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs implement different model capabilities in unrelated subsystems (TimesFM covariates vs DINOv3 image classification). They do not fix the same code-path problem and would not plausibly be merged into one PR." + "reason": "Different models and goals: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same code-path problem and could not plausibly be merged into one PR." } ] }, @@ -19630,7 +19724,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "9e3595855f11d7bd7357b46a92f3aa294252cc4229b15f94a2b58188a5753a7c", + "prepared_review_unit_hash": "c3c2317262b08e44c261c89097cf7f8a8f4183c9c9d97668d3135951d5896a2f", "component_budget": { "node_count": 3, "item_count": 3, @@ -19652,24 +19746,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are distinct new-model additions (DeepSeek OCR, Isaac, Kimi2-6) that share boilerplate registration/docs changes but target different architectures and code paths. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These are three separate model-addition pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share a common Transformers integration pattern, but they do not describe the same bug or the same code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45630 is the best cluster representative only because it is the most broadly surfaced of the three (highest discussion activity and the most extensive model-registration footprint), not because it is a duplicate of the others.", + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is the most extensive and highest-review-activity model integration, but it is still a distinct Kimi2-6 addition rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest standalone representative of this cluster since it has the broadest integration surface among the three model-addition PRs and the most review activity.", + "best_pr_reason": "PR 45630 is the best single representative because it has the broadest integration surface and the most discussion, making it the most informative exemplar for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families and implementations: DeepSeek OCR vs Isaac. Shared docs/auto-mapping edits are standard new-model plumbing, not the same underlying change or code-path fix." + "reason": "Different model integrations for different targets (DeepSeek OCR vs Isaac). Shared framework files reflect the standard model onboarding pattern, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are different model additions with different configs, model files, and processors. They only overlap in generic registration files, so they should not be merged as duplicates." + "reason": "Both are new-model PRs, but they add different models with different configs, model code, and docs. Similar subsystem overlap is not enough to treat them as duplicates." } ] }, @@ -19699,7 +19793,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0ee84ea7cf34ff4547de1f64586442af62e9f54943a71a171aeff73d34ffb270", + "prepared_review_unit_hash": "535e4259624c71b5a58893572bce353bffcee6c3a6ed63f2513c6fc320669895", "component_budget": { "node_count": 2, "item_count": 2, @@ -19721,18 +19815,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they are not duplicates.", + "summary": "Two open PRs both update GitHub Actions workflows, but they target different actions and different upgrade motives. PR 42975 is a Node 24 compatibility refresh for checkout/cache/upload-artifact; PR 42976 updates docker/build-push-action versions. They overlap in workflow files, but not in the underlying change.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative for the cluster because it is the broader workflow-maintenance change and is explicitly motivated by Node 24 compatibility across many GitHub Actions steps.", + "canonical_pr_reason": "PR 42975 is the clearer representative: it has a specific compatibility goal (Node 24) and a broader, more cohesive set of workflow updates.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest single PR candidate: it touches many workflows and addresses a clearer, project-wide compatibility upgrade rather than a narrower action-version bump.", + "best_pr_reason": "PR 42975 is the strongest standalone representative because it addresses a concrete platform-compatibility transition across many workflows, rather than a narrower action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: 42975 upgrades core GitHub Actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and a few other actions. They are related housekeeping but not the same underlying bug or change, and they would reasonably remain separate PRs." + "reason": "Both are workflow dependency bumps, but they upgrade different GitHub Actions (checkout/cache/upload-artifact vs docker/build-push-action) and solve different maintenance issues; they are not the same underlying change and would not naturally merge into one PR." } ] }, @@ -19771,76 +19865,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "4dbcc7275a22a599910a0b5fd10024694f03c120b91d19f09e550dff10f1e548", + "prepared_review_unit_hash": "8e9f58a2aa49b688cffe51eeb5f86e048414ac604647cf75353dce82457f96de", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17506, - "estimated_input_tokens": 4377, - "estimated_eval_tokens": 9010 + "serialized_chars": 17572, + "estimated_input_tokens": 4393, + "estimated_eval_tokens": 9042 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17506, - "estimated_input_tokens": 4377, - "estimated_eval_tokens": 9010 + "serialized_chars": 17572, + "estimated_input_tokens": 4393, + "estimated_eval_tokens": 9042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition PRs that share boilerplate (docs, auto-registration, tests) but target different models/code paths: ViT NEPA, Molmo, Molmo2, CTSM, and Step3p7. They are not duplicates of one another.", - "confidence": 0.97, + "summary": "These are five separate model-addition PRs. Their overlap is mostly shared Transformers boilerplate (docs, auto-registry wiring, tests), not the same underlying feature or bug. No soft edge should be accepted.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each pull request introduces a different model family and distinct implementation files, so there is no duplicate change to keep as the representative.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), and the shared files are generic integration boilerplate rather than the same code change.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global duplicate representative here; the overlap is mostly template-level model scaffolding rather than the same underlying bug or change.", + "best_pr_reason": "PR 43451 is the most substantial standalone integration in this set, with the broadest implementation/test surface and highest review activity, but it is still unrelated to the others for duplicate-triage purposes.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and code paths: ViT NEPA vs Molmo. Shared docs/auto wiring is boilerplate, not the same change." + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate registry updates, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models: ViT NEPA and Molmo2. The similar auto-registration files are generic scaffold, not evidence of one duplicated fix." + "reason": "Different models and code paths: ViT NEPA vs Molmo2. The overlap is only generic model-registration/documentation work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with different implementation and test files." + "reason": "ViT NEPA and CTSM are unrelated architectures with different implementations; similarity is limited to common HF integration files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model releases with different model directories and APIs; not the same PR in disguise." + "reason": "Molmo and Molmo2 are distinct model generations with different codebases and support files; this is not the same fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM: only broad Transformers plumbing overlaps, but the underlying model code and targets are different." + "reason": "Molmo vs CTSM are different model additions, touching different subsystems and problem domains." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions; shared auto/docs files are too generic to indicate duplicate content." + "reason": "Molmo2 and CTSM are separate model integrations; shared auto/doc edits do not indicate a duplicate." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different time-series/image model additions with different files and APIs; not the same concrete change." + "reason": "CTSM is a time-series model while Step3p7 is a different model integration; they do not appear to fix the same underlying issue or code path." } ] }, @@ -19889,7 +19983,7 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "767bd87d386921514c9549c7c226d94458546c055c7deb45472124a6865d0980", + "prepared_review_unit_hash": "2000f75aaa690a29f0820539c825eb7fcee44dd49b24a4b20b2d546b2806a9b3", "component_budget": { "node_count": 8, "item_count": 8, @@ -19911,96 +20005,96 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: Whisper decoding, backward-compat shims, FP8 dequantization, doctest/doc cleanup, generation validation, and test-only changes. I do not see any pair that clearly fixes the same underlying bug or could plausibly be merged into one PR.", - "confidence": 0.95, + "summary": "These pull requests are mostly unrelated fixes across different subsystems; the shared signals are broad/weak (e.g. tests, Whisper, generation, typos) and do not indicate the same underlying bug or change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are not duplicates and span unrelated codepaths and maintenance changes.", + "canonical_pr_reason": "No true duplicate PR stands out; if one PR must represent the cluster, PR #44815 is the most focused substantive code-path fix (FP8/dequant loading) rather than broad test or cleanup churn.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest standalone bug fix in the set: it has a coherent codepath change in generation validation plus related Whisper/test updates.", + "best_pr_reason": "PR #44815 is the strongest standalone fix here because it addresses a concrete runtime path with code changes in model loading/FP8 integration, whereas the others are either test-only, documentation-only, or unrelated maintenance.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix vs unrelated model test edits; different bugs and codepaths." + "reason": "Different bug areas: Whisper tokenizer/test fix vs CLIP/ViT test edits; only superficial test overlap." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic vs FP8 dequant/loading fix; unrelated functionality." + "reason": "Whisper tokenizer vs FP8 model-loading/dequant code paths are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper batch/timestamp decoding vs generation watermark/validation changes; not the same issue." + "reason": "Both mention Whisper-related files, but one is tokenizer/test work and the other is generation-config/watermarking plus broad test updates; not the same change." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights vs broad typo cleanup across many files; unrelated changes." + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo/cleanup PR." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant fix; no shared bug." + "reason": "Test failures in CLIP/ViT do not match PhiMoE integration-test setup changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Intentional failing test edits vs generation config validation fix; different purpose and scope." + "reason": "CLIP/ViT test noise vs FP8 dequant/model-loading fix; no common code path." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Test assertions in CLIP/ViT vs PhiMoE integration test adjustments; unrelated." + "reason": "Shared test activity is too broad; the underlying fixes target different subsystems and failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test-only changes vs code typo sweep; not the same underlying problem." + "reason": "Test-only edits vs multi-file typo/maintenance changes are not the same bug or change." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "FP8 padding/dequant path vs generation validation/watermarking fix; separate codepaths." + "reason": "FP8/dequant loading fix and PhiMoE integration-test adjustments address different issues." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant fix vs PhiMoE integration test setup; unrelated." + "reason": "Both touch generation/model-loading adjacent code, but the concrete problems differ: FP8 dequantization vs generation-config watermarking/validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Shared filenames do not imply same bug; 46579 is typo cleanup, not the FP8 functional fix." + "reason": "A focused FP8 runtime fix is not the same as a broad typo cleanup PR, even if a few filenames overlap." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation updates vs code typo cleanup; different changes." + "reason": "Doctest documentation updates are unrelated to code typo cleanup across many source files." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation fix vs PhiMoE integration test changes; unrelated." + "reason": "Generation-config/watermarking validation issues are unrelated to PhiMoE integration-test offloading behavior." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Even with overlapping generation filenames, one is a functional fix and the other is typo cleanup; not duplicate." + "reason": "Broad typo cleanup across code is not the same underlying change as the generation/watermarking bug fix." } ] }, @@ -20030,7 +20124,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "a0d08d5e122ce5044da107e9c8d2d27f3e66a546d28f82539337b10e0ec5f443", + "prepared_review_unit_hash": "35ee44272c58388f26a94a9e4257a46b284d117a06a4d0d59455f4ae83f13482", "component_budget": { "node_count": 2, "item_count": 2, @@ -20052,18 +20146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated draft PRs that only overlap on a ViT test file. PR #43488 is about setup/version/dependency metadata and a test tweak, while PR #43532 changes CI/workflow plumbing plus testing utilities. They do not look like the same underlying bug or change.", - "confidence": 0.93, + "summary": "Two open PRs with different goals: one is a small repo-bot format test via setup/version/dependency tweaks, the other is a broader workflow/show-diff change. They overlap only on a Vit test file and do not look like the same underlying fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better cluster anchor because it is the more substantive, multi-file change set and the shared ViT test file appears incidental rather than defining the change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the most representative artifact in the cluster: it has the broader concrete code changes, whereas #43488 is mostly packaging/version scaffolding.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the diffs target different areas and behaviors. #43488 updates setup/dependency/version metadata and a ViT test, while #43532 rewires GitHub workflows and testing/notification utilities. Shared test filename alone is not enough to treat them as the same fix/change." + "reason": "They share only a test file and have different concrete changes: 43488 is a setup/version/dependency test, while 43532 rewires CI/workflow and notification paths. Not the same bug or mergeable into one PR." } ] }, @@ -20093,12 +20187,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d0b1b9b4f196fee6f602cd890e7d1fe511e89a97302ca7c6d88402e3354d1c4a", + "prepared_review_unit_hash": "0b46cd676f8b927f93d5d15d27d8828c82c1eb3f8eedcfa11e25efacce51d5d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20106,7 +20200,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20115,18 +20209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related scaffold-style PRs for new segmentation pipelines, but they implement different features and touch different model integrations, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they implement different pipelines and task docs/tests, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation and integrates different models/files; they are separate feature changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative because they are distinct, independently valid pipeline additions rather than the same change.", + "best_pr_reason": "No single PR is a clear canonical representative because the changes target different segmentation features rather than the same underlying bug or code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different target concepts and code paths; shared documentation/registry scaffolding is not enough to merge them as duplicates." + "reason": "Same general subsystem, but different concrete pipelines/features: concept segmentation vs visual segmentation. The shared docs/metadata updates are ancillary; the added pipeline modules, task pages, and tests indicate separate changes that would not plausibly be merged into one PR." } ] }, @@ -20156,7 +20250,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d2e3636d546d533709c217faabd11ff4b32d32f75b92d0b91e3bddd0cbb85b1a", + "prepared_review_unit_hash": "c0879b2db2be231d306e88d2e9b19b994b95832fe9a400cd8e19cebbbae4c2c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20178,18 +20272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates of the same underlying fix.", - "confidence": 0.95, + "summary": "Two open PRs in `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete, self-contained change: it fixes/controls loss scaling during training_step for gradient accumulation. PR #43663 targets a different path (_get_signature_columns / column filtering) and is not the same problem.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative for this cluster because it has a clearer bug-fix shape and a specific behavior change in the training loop; #43663 is a separate trainer API refactor/hook for column filtering.", + "best_pr_reason": "No single PR is a clear canonical representative because the two PRs solve unrelated Trainer behaviors, despite both targeting custom-trainer extensibility.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both PRs modify trainer.py, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column extraction for dataset column filtering. Same subsystem/file is not enough to treat them as the same change." + "reason": "Different underlying changes: 43651 alters loss scaling during training_step for gradient accumulation, while 43663 adds `_get_signature_columns` to control input column filtering. Same file and broad subsystem, but not the same concrete bug or mergeable change." } ] }, @@ -20219,7 +20313,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8d13e834247ba4c6ffaeb788f2b01833472f7a53002bd76ca508bd988f6032eb", + "prepared_review_unit_hash": "02a55e573d8ef6a6fd20b3f7fd920c2fbf904fc462c2706941ccfa4f38e35bfc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20241,18 +20335,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and the same TypeAdapter/annotation area, but they address different runtime failures, so they should not be merged as duplicates.", - "confidence": 0.87, + "summary": "The two PRs overlap in `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but they fix different root causes: one is a typing/forward-reference cleanup, the other is a missing-`pydantic` import/runtime fallback issue. They are related, but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, more representative fix for the CLI NameError: it switches serve.py to postponed annotations and updates the affected type hints, addressing the annotation-evaluation problem at the source.", + "canonical_pr_reason": "43842 is the more concrete runtime bugfix: it explicitly addresses `TypeAdapter` failing when `pydantic` is not installed. 43656 is a separate annotation/forward-reference fix and should not be treated as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best standalone representative of this cluster because it fixes the core runtime annotation NameError in the CLI rather than a narrower import-guard variant.", + "best_pr_reason": "43842 is the best representative PR for the cluster because it targets a specific, user-visible failure mode with an explicit issue link and a narrowly scoped fix; 43656 is adjacent but addresses a different code-path problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related symptoms in the same file, but not the same underlying bug: 43656 fixes runtime annotation evaluation with __future__ annotations, while 43842 only guards TypeAdapter behind TYPE_CHECKING for the pydantic-not-installed case." + "reason": "Shared file and similar `TypeAdapter` wording, but the fixes are for different bugs: 43656 is typing/forward-reference cleanup, while 43842 handles missing `pydantic` at runtime." } ] }, @@ -20396,8 +20490,8 @@ "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -20444,70 +20538,70 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "c48f7bad6edf56391610a656e23fd82f522b7a8f9f744fbfbc748da214663a5a", + "prepared_review_unit_hash": "4414350da210cd4358ba3380feb76dbb6af09cd0890001bddd2ee105434c88b4", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not just a pile of unrelated refactors: it includes a clear GPT-J/GPT-Neo duplicate line, and the packet also supports several broader output-tracing pairs as mergeable within the standardized-output migration. So the right triage is a mixed cluster: some true duplicates, some same-pattern cross-model refactors that can plausibly be merged, and many remaining model-specific PRs that should stay separate.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one duplicate change. I only accept overlaps where the same concrete model code path is being migrated; most cross-model pairs are too broad to merge safely.", + "confidence": 0.68, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR for the GPT-J/CodeGen duplicate line: it is the cleanest later version of that concrete output-tracing change and most fully represents that subcluster.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor family: it is explicit, broad, and overlaps with other GPT-J output-tracing PRs on the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR representative for the cluster\u2019s duplicate core, because it cleanly captures the GPT-J/CodeGen standardized-output refactor; the broader cluster still contains additional related-but-separate model refactors.", + "best_pr_reason": "PR 44722 is the best cluster representative because it most clearly captures the recurring decorator-based output-tracing migration and has the strongest duplicate overlap.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and implementation sites; same umbrella issue is not enough." + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue target is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "Different model families and output paths; this is just a shared refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change on the same code path; they look mergeable into one PR." + "reason": "Both touch GPT-J output tracing on the same code path; one PR is a broader variant including CodeGen, but the GPT-J change overlaps directly." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different model-specific refactors." + "reason": "Both are output-tracing refactors, but they target different vision models and code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + "reason": "Different models (EfficientNet vs GPT-J/CodeGen); not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model implementations." + "reason": "GPT-J/CodeGen vs EfficientNet; only the umbrella refactor theme overlaps." }, { "left": "pull_request:44013", @@ -20519,340 +20613,310 @@ "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." + "reason": "GPT-J/CodeGen output tracing vs MGP-STR; different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different implementations." + "reason": "GPT-J/CodeGen vs MPT; same generic refactor pattern, but not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model code path, so they are plausibly the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different model-specific changes." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific changes." + "reason": "GPT-Neo vs GPT-J/CodeGen; too broad to merge as one duplicate." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model implementations." + "reason": "ResNet/RT-DETR ResNet and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated concrete code paths." + "reason": "ResNet-family refactor vs GPT-J output tracing; different concrete paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." + "reason": "MGP-STR and GPT-J/CodeGen are different models and fixes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model-specific refactors." + "reason": "GPT-Neo and ResNet are unrelated model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated code paths." + "reason": "ResNet and MPT do not share the same underlying bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models with separate output-handling logic." + "reason": "GPT-Neo vs Flaubert; only the output-tracing migration theme overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo vs Flaubert are separate refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + "reason": "GPT-J output tracing vs MGP-STR output tracing; different model code." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate code paths." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR are different model families." + "reason": "GPT-2 vs GPT-J/CodeGen; same broad refactor idea, different concrete change." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated concrete fixes." + "reason": "GPT-Neo and MPT are different model code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model-specific refactors." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 output tracing and GPT-J output tracing are separate changes." + "reason": "SqueezeBERT and VisualBERT are different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and MPT are unrelated code paths." + "reason": "GPT-Neo and DeBERTa are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "SegFormer and LongT5 are different model-specific refactors." + "reason": "DeBERTa and TextNet are unrelated changes." }, { - "left": "pull_request:44017", + "left": "pull_request:44066", "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." + "accept": true, + "reason": "Both are the same GPT-J/CodeGen output-tracing migration family and overlap on the GPT-J code path." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same concrete model path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and VisualBERT are different model families." + "reason": "GPT-J and SpeechT5 are unrelated model paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "MPT and MGP-STR are unrelated model-specific changes." + "reason": "CVT/FNet vs ResNet/RT-DETR ResNet; not the same underlying bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and VisualBERT are different model families." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "DeBERTa and SpeechT5 do not share the same concrete fix." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model-specific refactors." + "reason": "DeBERTa and ViTS are different model code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate implementations." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and SegFormer are unrelated implementations." + "reason": "SegFormer and GPT-J/CodeGen are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and MPNet are different model-specific changes." + "reason": "SegFormer and VisualBERT are separate refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT and SpeechT5 are different concrete code paths." + "reason": "MPT and ImageGPT are different code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "VisualBERT and Flaubert/XLM are unrelated model families." }, { - "left": "pull_request:44056", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model families." + "reason": "VisualBERT and LongT5 are different concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated refactors." + "reason": "GPT-2 and MPT are different model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are separate code paths." + "reason": "MPNet and Flaubert/XLM are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated code paths." + "reason": "MPNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different models." + "reason": "RegNet and GPT-Neo are unrelated model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and TextNet are separate implementations." + "reason": "RegNet and LongT5 are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated model changes." + "reason": "RegNet and MPNet are separate model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different concrete code paths." + "reason": "MPT and SpeechT5 are different model paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different model families." + "reason": "TextNet and Flaubert/XLM are unrelated." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated refactors." + "reason": "RegNet and MPT are unrelated model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and LongT5 are separate code paths." + "reason": "SqueezeBERT and GPT-Neo are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different model-specific changes." + "reason": "SqueezeBERT and DeBERTa are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated implementations." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing line; 44722 is the later cleaner duplicate of 44066." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": true, - "reason": "Both are standardized output-tracing refactors and the packet marks them mergeable." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": true, - "reason": "Both are output-tracing refactors under the same standardized-output migration and the packet marks them mergeable." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": true, - "reason": "Both are standardized output-tracing changes and the packet explicitly treats them as mergeable." + "reason": "DeBERTa and TextNet are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", - "accept": true, - "reason": "The packet marks these output-tracing refactors as mergeable despite different model families." + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44154", - "accept": true, - "reason": "The packet treats these standardized output-handling refactors as mergeable within the same migration pattern." + "accept": false, + "reason": "DeBERTa and ViTS are different model families." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is too strong in saying the rest of the PRs \u2018should stay separate.\u2019 The packet marks several cross-model pairs as mergeable/accepted (for example 43996\u201344007, 43996\u201344129, 44044\u201344129, 44044\u201344154, and 44085\u201344129), so the blanket separation claim is not fully grounded. The GPT-J and GPT-Neo duplicate lines are supported, but the soft-edge rejections for the broader standardized-output refactors are not conservative enough relative to the packet." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-model overlaps. The accepted PR pairs are limited to clearly shared code paths within the same output-tracing family (notably GPT-Neo and GPT-J/CodeGen), and the rejected pairs correctly avoid overextending the umbrella issue target across unrelated model implementations." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20887,14 +20951,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "81fde42e6c9ae028ce7f837c4ef7924a53376dc2fa351c4b7f0c74abb4cc8e98", + "prepared_review_unit_hash": "19529cdf54c30733ddad2776e359640de08f9b81be0b4e58037147278087e32e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, @@ -20909,48 +20973,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related model-by-model refactors for standardized output tracing/capture_outputs, but they are not duplicates of one another: each PR changes a different model implementation and code path.", - "confidence": 0.9, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different model implementations and do not appear to fix the same concrete code-path problem. No issue artifacts are present.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor family: it explicitly adopts both can_return_tuple and capture_outputs, and its title/descriptions align well with the common output-tracing migration theme.", + "canonical_pr_reason": "Best canonical PR is pull_request:44129 because it has the clearest scope and an explicit issue target, making it the strongest representative of this output-tracing refactor cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best single representative because it is a straightforward, well-scoped example of the standardized output-tracing change and is broadly descriptive without relying on a model-specific issue link.", + "best_pr_reason": "Pull_request:44129 is the best representative PR: it clearly states the standardized output capture refactor, has an explicit linked issue, and presents a coherent change set in one model family.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same broad output-capture refactor theme, but they touch different models (FocalNet vs ImageGPT) and different code paths; not the same concrete change." + "reason": "Both are output-tracing refactors, but they modify different models (FocalNet vs ImageGPT) with separate code paths; not the same underlying fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing migrations, but they are separate model implementations (VisualBert vs TextNet) with distinct edits; not duplicate PRs." + "reason": "Same broad migration theme, but VisualBert and TextNet are independent implementations. This is not one concrete bug/change that could be merged into a single PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Related decorator-based output tracing refactors, but MPNet and VisualBert are different model code paths and not one mergeable duplicate change." + "reason": "Both standardize output capture, but they target MPNet vs VisualBert and different layer/attention wiring. Too model-specific to treat as one change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they affect different models and one includes tests; too broad to treat as the same underlying change." + "reason": "Shared refactor pattern only; MPNet and TextNet have unrelated code paths and separate output handling changes." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are model-specific standardized output refactors, but RegNet and SqueezeBert are unrelated implementations and do not fix the same concrete bug/change." + "reason": "RegNet and SqueezeBert are separate model files with distinct forward/output behavior. Similar decorator migration, not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different model paths; sharing the output-capture theme and an issue link is not enough to merge them as duplicates." + "reason": "Both involve output-tracing cleanup, but SqueezeBert and SpeechT5 are unrelated model implementations and would not be one mergeable PR." } ] }, @@ -21030,274 +21094,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0b43a7977db1e97beb9b1157bb28d58ae6f9932743fe675abc0017cbd3d1e8b1", + "prepared_review_unit_hash": "a106d436f63964d0b6099004f1e746626f1e5409dd81199d7119158c987dcf7a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are model-specific output-tracing refactor PRs across unrelated architectures; they share a theme but not the same underlying bug or change, so they should not be clustered as duplicates.", - "confidence": 0.88, + "summary": "These are all PRs in the same general \"refactor output tracing\" theme, but they target different model families and different forward/codepaths. They are related stylistically, not duplicates of one underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative because it makes a broader output-tracing change across multiple Mamba-family files and touches the shared capture/recording machinery, rather than a narrow single-model tweak.", + "canonical_pr_reason": "pull_request:44003 is the broadest and most central representative: it spans two related files, introduces tracing plumbing (`capture_outputs`, `OutputRecorder`, `_can_record_outputs`), and changes the concrete mamba/falcon_mamba codepath rather than only reshaping a single signature.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest global representative for this cluster: it is the broadest and most infrastructure-oriented tracing refactor among the set.", + "best_pr_reason": "pull_request:44003 is the strongest single PR to anchor the cluster because it has the most structural output-tracing change and the widest scope among the listed items.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." + "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and forward signatures; both are tracing refactors, not the same change." + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; only the output-tracing pattern matches." + "reason": "Different architectures and files (`timm_backbone` vs `univnet`); only the output-tracing theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; not one mergeable fix." + "reason": "`timm_backbone` refactor is not the same bug/change as mamba/falcon_mamba tracing plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone refactor is unrelated to RWKV state/output handling." + "reason": "Different subsystems (`timm_backbone` vs `rwkv`); similar API cleanup, not one shared fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are separate models with different output semantics." + "reason": "`mobilenet_v1` and `univnet` are unrelated model codepaths; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model families; similar tracing cleanup only." + "reason": "Different models (`mobilenet_v1` vs `upernet`); same tracing refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and changesets; not the same underlying bug/change." + "reason": "`mobilenet_v1` and `depth_anything` are separate forward-path refactors, not one fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 tracing refactor is unrelated to vision-encoder-decoder plumbing." + "reason": "Different model families (`mobilenet_v1` vs `vision_encoder_decoder`); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate model code paths; no shared concrete fix." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct codepaths; only the output-tracing cleanup is shared." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; not the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model stacks; only the refactor motif is shared." + "reason": "Different model-specific refactors (`vision_text_dual_encoder` vs `upernet`)." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style dual encoder vs Mamba-family refactor; not the same bug." + "reason": "`vision_text_dual_encoder` signature cleanup is not the same fix as mamba/falcon_mamba output-capture plumbing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and output contracts; not one underlying change." + "reason": "Different model codepaths (`vision_text_dual_encoder` vs `depth_anything`); same theme only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet have distinct forward/output paths." + "reason": "`univnet` and `upernet` are distinct models; not one mergeable bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No shared code path; both are independent refactors." + "reason": "`univnet` forward refactor is separate from the mamba/falcon_mamba tracing change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth-anything and UnivNet are unrelated model changes." + "reason": "Different model families (`univnet` vs `depth_anything`); not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation and RWKV recurrence are unrelated subsystems." + "reason": "`upernet` and `rwkv` are unrelated codepaths; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Distinct architectures; similar output-tracing cleanup only." + "reason": "`upernet` semantic-segmentation tracing cleanup is not the same concrete fix as mamba/falcon_mamba." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing refactor vs SuperPoint output refactor; different code paths." + "reason": "`mamba/falcon_mamba` output tracing is unrelated to `superpoint` keypoint model output cleanup." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors, but they target different model logic and output behavior." + "reason": "`mamba` tracing plumbing and `codegen` cache/signature changes are different concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm_backbone and CodeGen are unrelated models; same broad theme only." + "reason": "`timm_backbone` and `codegen` touch different codepaths; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output signatures; not the same concrete fix." + "reason": "`univnet` and `codegen` are unrelated model implementations; only the refactor style overlaps." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated changes." + "reason": "`upernet` and `codegen` fix different model paths; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are separate model implementations." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same output-tracing cleanup theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder model families; not mergeable as one fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate codepaths and changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-anything tracing refactor vs SuperPoint refactor are unrelated." + "reason": "`depth_anything` and `superpoint` are different models; not the same bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth estimation and RWKV are different subsystems." + "reason": "`depth_anything` and `rwkv` target different architectures and codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; only a shared refactor style." + "reason": "`depth_anything` and `dpr` are separate model refactors, not one PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder and RWKV do not share a concrete bug or fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated codepaths; same theme only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different seq2seq wrapper models; not the same underlying change." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and fixes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision-encoder-decoder and SuperPoint are unrelated." + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-encoder-decoder and DPR are different code paths." + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated model changes." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Distinct subsystems; no shared concrete bug." + "reason": "`speech_encoder_decoder` and `rwkv` are different codepaths; same cleanup theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder wrapper vs DPR encoder refactor are different changes." + "reason": "`speech_encoder_decoder` and `dpr` are distinct changes in different models." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated architectures." + "reason": "`superpoint` and `rwkv` are different architectures; not the same bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint output refactor and DPR forward cleanup are not the same fix." + "reason": "`superpoint` and `dpr` touch unrelated model codepaths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV recurrence/output handling and DPR encoder forwarding are different code paths." + "reason": "`rwkv` and `dpr` are separate model fixes, not one underlying issue." } ] }, @@ -21327,12 +21385,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d760d9f989595f0637f512a366f85f550f6cbec2d55b1ecaed63067ce9366360", + "prepared_review_unit_hash": "5e8020e19e87693d247404ed319768f2f8a12c007251eedfb6109003e499dd50", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21340,7 +21398,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21349,18 +21407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers integration files, not the same underlying change.", - "confidence": 0.99, + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap on Transformers registry/docs scaffolding, but they do not fix the same underlying bug or implement the same concrete change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative of its change because it has an explicit target issue and a tighter, clearly scoped Voxtral TTS implementation. PR #44662 is a separate model integration with no issue linkage.", + "canonical_pr_reason": "PR #45401 is the more canonical representative because it is tightly scoped, has an explicit issue target, and centers on a single model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest single representative in the set due to the explicit issue link, focused scope, and coherent implementation package. PR #44662 is larger and unrelated to Voxtral TTS, so it is not a good global representative for the cluster.", + "best_pr_reason": "PR #45401 is the best single representative for the cluster because it is a focused, self-contained model addition with clear intent and tracking.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different codepaths and goals: PenguinVL vs Voxtral TTS. Shared auto/model registry and docs files are generic integration points, not evidence of the same underlying bug or change." + "reason": "Different model additions for different targets (PenguinVL vs Voxtral TTS); shared auto-registration/docs files are implementation overlap, not the same code-path fix or mergeable duplicate PR." } ] }, @@ -21390,12 +21448,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "26f3976dc59d421efb2eaefbbff04e0b14910b7ce144cf89dafe7559b10832ba", + "prepared_review_unit_hash": "15686c836fa190fb37dd77697548d328c6eafe6c6b50b29961890e6194cdd28c", "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 }, @@ -21403,7 +21461,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21412,18 +21470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to fusion features but target different layers: #44979 introduces a general Module Fusion API, while #45363 adds n-to-1 kernel fusion via KernelConfig and related integration changes. They are not the same underlying change and could plausibly coexist.", - "confidence": 0.9, + "summary": "These are related fusion-feature PRs, but they target different layers: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration across model loading and helpers. They are not the same underlying change and should not be deduplicated.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the broader foundational API change; it is the better representative of the cluster because #45363 appears to build on a more specific kernel-fusion mechanism rather than duplicate the API work.", + "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion feature: it wires KernelConfig into loading/integration code and includes an example, making it the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best PR representative for the shared fusion theme because it defines the core module-fusion abstraction, whereas #45363 is a narrower implementation using KernelConfig.", + "best_pr_reason": "#45363 is the most actionable PR in the set because it touches the real code path for kernel fusion rather than just introducing the underlying API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not a duplicate: #44979 adds a generic Module Fusion API, while #45363 focuses on a specific n-to-1 kernel fusion path via KernelConfig and integration hooks. They address different code paths and are not merge-equivalent." + "reason": "They are fusion-related but not the same change: #44979 introduces a general Module Fusion API, while #45363 implements KernelConfig-driven kernel fusion integration. Different abstractions and code paths." } ] }, @@ -21453,7 +21511,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "588cef41835c9822663ba9a28ec92b9de81df0e855cc903c84bb17e30c1e38b8", + "prepared_review_unit_hash": "83a38ab0c8982a64673f33656c0ac85c1a1df3fb634e6216e0d35c96b01fd7e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21475,18 +21533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` by switching the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` is the more complete version because it includes test coverage.", - "confidence": 0.98, + "summary": "Both PRs target the same Mistral regex AttributeError in the same function and file, with 45317 appearing to be the more complete follow-up by adding tests. They look like duplicate fixes for the same bug rather than separate changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR `45317` is the stronger canonical choice: it fixes the same concrete bug as `45086` and also adds tests, making it the more complete patch for the same code path.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete, with the same code fix plus test coverage and clearer problem framing.", "best_issue_reason": null, - "best_pr_reason": "PR `45317` is the best overall PR candidate because it addresses the same AttributeError with broader validation and is the more polished implementation of the fix.", + "best_pr_reason": "PR 45317 is the strongest standalone representation of the fix: same underlying code-path bug, same target issue, and it includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; the diffs are effectively the same fix, and `45317` only adds tests around it." + "reason": "Both PRs patch the same AttributeError in _patch_mistral_regex, in the same file, against the same issue target, and 45317 is a more complete version of the same fix." } ] }, @@ -21520,52 +21578,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "59f4b5de5cb23b7eda9eeba0b6390cd2fdc23907ee57f741290ef32d311fc8f6", + "prepared_review_unit_hash": "9e781a5826bac00218881dd0e5183e20aad78b45dd267fd039f489a36586139d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13473, - "estimated_input_tokens": 3369, - "estimated_eval_tokens": 6994 + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13473, - "estimated_input_tokens": 3369, - "estimated_eval_tokens": 6994 + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is thematically related but not duplicate-level: it mixes a NemotronH architecture refactor, a NemotronH dense/sparse split, and two separate ASR streaming model additions. The shared files are mostly auto-registry/docs plumbing, not evidence of the same concrete change.", - "confidence": 0.95, + "summary": "These PRs split into separate feature lines: NemotronH refactoring vs. Nemotron ASR streaming vs. Nemotron 3.5 ASR streaming. The shared filenames are mostly from the auto/model registration plumbing, not the same underlying change, so none of the soft pairs are duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items target different model families and different code paths, so the cluster is better treated as related Nemotron work rather than one duplicate change.", + "canonical_pr_reason": "No single PR is a duplicate canonical for the whole set; 45569 is the most central standalone NemotronH refactor, but the ASR PRs are separate model families and 45115 is only a conversion-mapping slice.", "best_issue_reason": null, - "best_pr_reason": "PR 46565 is the broadest self-contained feature PR in the set, but it still only represents one ASR model family and does not subsume the NemotronH refactor work.", + "best_pr_reason": "45569 is the best representative standalone PR in this cluster: it has the clearest cohesive scope around the NemotronH architecture split/refactor and is more complete than the narrower conversion-only 45115. The ASR PRs are separate additions rather than duplicates of it.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH files, but 45115 is a GraniteMoeHybrid-style refactor/conversion mapping change while 45569 introduces distinct NemotronH Dense/Sparse variants. Same subsystem, different underlying change." + "reason": "Related NemotronH work, but not the same concrete change: 45115 only adds checkpoint conversion key renames, while 45569 refactors the model into dense/sparse variants and updates docs/auto wiring." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Shared auto/docs files are incidental. 45569 is about NemotronH model restructuring, while 46565 is an ASR streaming stack with RNNT/TDT losses and a separate Nemotron ASR model family." + "reason": "Different feature branches and model families: 45569 is NemotronH refactoring, while 46565 adds Nemotron 3.5 ASR streaming. Shared auto/docs plumbing is too broad to treat as one duplicate change." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-related, but they target different concrete models: Nemotron ASR vs Nemotron 3.5 ASR. Similar framework additions are not enough to treat them as the same change." + "reason": "Both are ASR streaming PRs, but they target different concrete model versions (Nemotron ASR vs Nemotron 3.5 ASR). They look like parallel implementations, not one mergeable duplicate fix." } ] }, @@ -21595,7 +21653,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "0fe223c0a4a8447ae9be16862bad25964441b6b0bb423d088ff89ef146894e6e", + "prepared_review_unit_hash": "a5e72a5a95d2ac758b266e9e3e2d1816d49ab41b58f35b8bff6c87bfc1d2b339", "component_budget": { "node_count": 2, "item_count": 2, @@ -21617,18 +21675,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related parts of a heterogeneous-model feature, but they are not duplicates: one adds per-layer config support, while the other adds modeling/runtime integration that depends on it.", - "confidence": 0.87, + "summary": "These are related feature branches in the same heterogeneity effort, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader heterogeneous modeling/cache support on top. They should remain separate PRs.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the foundational change: it introduces the per-layer configuration API that the modeling/runtime work in #45332 builds on.", + "canonical_pr_reason": "PR 45333 is the cleaner foundational piece: it focuses on per-layer configuration support and the config API changes that the broader modeling work can build on.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the cleanest representative of the cluster because it defines the core heterogeneous-config abstraction, while #45332 is a broader follow-up implementation.", + "best_pr_reason": "PR 45333 is the best representative because it is narrowly scoped and well-defined; PR 45332 is a larger follow-on implementation spanning modeling and cache behavior rather than the same single change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same change: #45333 adds per-layer config plumbing, while #45332 adds model/cache/masking integration on top of that API. They would not be merged as one duplicate PR." + "reason": "Shared heterogeneity files indicate they belong to the same feature area, but the change sets are not the same concrete code-path problem: 45333 is config plumbing, while 45332 extends runtime/modeling behavior and cache handling. They would not plausibly be merged as one duplicate PR." } ] }, @@ -21658,12 +21716,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ce5bc1fa423cbf5bee1c9d55e71090ba18276e017fd85cfb35e8569127101030", + "prepared_review_unit_hash": "0b05ba748324a6117ff6a44d43a152f6ac171bafbd256e7aa3d995e523dce7d0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21671,7 +21729,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21680,18 +21738,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused pull requests, but they are not the same underlying change: one is a broad type-checking sweep across many files, while the other adds specific typing aliases/protocols and related fixes. The overlap in shared files is not enough to treat them as duplicates.", - "confidence": 0.89, + "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: PR 45415 is a broad type-checking sweep across many Transformers modules plus pyproject config, while PR 45425 adds typing protocols/aliases and targeted fixes around modeling_utils/PEFT integration. They are not the same underlying change.", + "confidence": 0.27, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change and better represents the cluster; PR 45425 is a narrower typing-infrastructure follow-up with a different scope.", + "canonical_pr_reason": "PR 45425 is the more focused representative of the cluster because it introduces concrete typing infrastructure in `_typing.py` and targeted fixes in model-related code, whereas PR 45415 is a broader repository-wide type-checking pass.", "best_issue_reason": null, - "best_pr_reason": "45415 is the strongest single representative of the cluster because it covers the wider type-checking effort rather than a targeted helper/protocol update.", + "best_pr_reason": "PR 45425 is the best fit as the cluster representative for the shared typing theme, but the overlap is only superficial; 45415 is a separate broad lint/type-check sweep and should not be merged as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few files, but they address different scopes: 45415 is a broad repo-wide type-checking pass, while 45425 adds concrete typing aliases/protocols for specific modules. They do not look like the same fix and would not plausibly be merged as one PR." + "reason": "Do not treat as duplicates: 45415 is a broad type-checking/configuration sweep across many files, while 45425 adds new typing aliases/protocols and targeted model/PEFT typing fixes. They overlap in a few touched files but not in the same concrete code-path problem, and they would not naturally merge into one PR." } ] }, @@ -21721,12 +21779,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "67933a25701b183df3033193a53b5f5551651125d2a420f4ba7c6536600d76dd", + "prepared_review_unit_hash": "4da07497b308bd87523239a1924391f5b09423e3cdb6d486d8b02645ccc8cf70", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21734,7 +21792,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21743,18 +21801,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests, but they fix different caching bugs in different model families (Qwen3.5/Qwen3-next/Olmo Hybrid vs Mamba2), so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "These are two separate model-specific cache-handling fixes: one for Qwen3.5/OLMo hybrid linear attention, the other for Mamba2 CUDA kernel state reuse. They share a broad theme (`use_cache` with multi-token forward) but not the same underlying bug or code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplicates; the PRs are unrelated by model family and code path, so they should not be collapsed into one representative change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the cleaner representative artifact: it has a direct issue link, a narrowly scoped fix for `use_cache` with `seq_len > 1`, and a self-contained code path.", + "best_pr_reason": "PR 46084 is the tighter representative of the set: it is explicitly issue-linked, narrowly scoped to a single Mamba2 cache bug, and the diff directly targets the seq_len > 1 state-reuse path.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: these PRs address different bugs in different models and cannot plausibly be merged as one change; they only share a broad cached-forward theme." + "reason": "Different model families and implementations (Qwen3.5/OLMo hybrid linear attention vs Mamba2 CUDA kernels). Same general caching theme, but not the same concrete bug or mergeable into one PR." } ] }, @@ -21784,7 +21842,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c37842d285e16d021fe4dfcdef0332d90d7e0429e45efcd5b8d68587f03ec68a", + "prepared_review_unit_hash": "196c059d8be84d7df3730d67c3b9049c0e491fc510ec9229f23321a7e548f3bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21806,18 +21864,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct pull requests in the expert-parallelism area, but they address different bugs: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate, the other fixes EP + FSDP2 parameter overwrite during broadcast. They share a model-loading surface but not the same underlying change.", - "confidence": 0.93, + "summary": "Two open PRs in the same EP/loading area, but they appear to fix different concrete bugs: one is about preserving distributed_config / EP state for DeepSpeed ZeRO-3 loading via accelerate launch, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared modeling_utils changes are incidental, not enough to treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster only because it is the more concrete and broader EP-loading fix, but it is not a duplicate of #45548.", + "canonical_pr_reason": "PR #45662 is the better anchor because it targets a specific, well-defined failure mode in the loading/sharding path and includes the broader set of code changes around that bug.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR in this set: it targets a specific rank-0 broadcast overwrite bug and includes the more substantial code-path changes.", + "best_pr_reason": "PR #45662 is the strongest standalone fix for a concrete EP-related loading corruption bug; PR #45548 appears to address a separate ZeRO-3/accelerate serialization problem rather than the same underlying issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism and touch loading code, but #45548 fixes EP + ZeRO-3 config/initialization handling while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Different concrete bugs and fixes." + "reason": "Both mention expert parallelism, but the bugs differ: #45548 preserves EP/distributed_config for ZeRO-3 loading via accelerate launch, while #45662 prevents experts from being overwritten during FSDP2 rank-0 broadcast. Same subsystem, different code paths and failure modes." } ] }, @@ -21847,7 +21905,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "44725c5410975100979268729c11ed13027694a93167ace1ef9474d64b3db909", + "prepared_review_unit_hash": "b0e62ecbec4f44443ed8c13cd057b0fd73384d651eb4c288010616be44558336", "component_budget": { "node_count": 2, "item_count": 2, @@ -21869,18 +21927,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same captured_info/xdist collision bug in testing utilities; PR 45645 appears to be the more complete end-to-end fix because it also updates CI log collection to read multiple captured_info files.", - "confidence": 0.95, + "summary": "Both PRs target the same xdist-safe captured_info/debug-log collision in test infrastructure; PR 45645 is the broader superset and likely subsumes 45639.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it includes the xdist-safe testing_utils change and also updates the workflow to aggregate all captured_info*.txt files, so it best represents the full fix.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe captured_info fix plus the CI/workflow handling around reading multiple captured_info files, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone candidate because it addresses the core bug and the downstream CI artifact handling needed for the fix to work reliably in practice.", + "best_pr_reason": "PR 45645 is the strongest overall PR for the cluster since it covers the same underlying captured_info collision problem and adds the downstream consumer changes needed to preserve CI debug logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: making patched testing debug logs xdist-safe. The second PR extends the same fix with CI log collection changes, so these could plausibly be merged into one PR." + "reason": "They address the same concrete captured_info xdist collision path in testing_utils, share the same issue target and test files, and 45645 appears to be a broader superset that could plausibly include 45639's change in one PR." } ] }, @@ -21913,52 +21971,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "ecdbba4134046468afbb2c296dfa646e7f0c0a40bd031529df678e72bcb2e488", + "prepared_review_unit_hash": "267db5ad3c26cf107a71ef55fe326aa715048c15070254ae76e32422e6cfeeed", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7524, - "estimated_input_tokens": 1881, - "estimated_eval_tokens": 4018 + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7524, - "estimated_input_tokens": 1881, - "estimated_eval_tokens": 4018 + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs: one unrelated AutoModel mapping fix and two separate attn_implementation dispatch changes for different model families. The RecurrentGemma and BLIP-2/InstructBLIP/InstructBLIPVideo PRs are similar in theme but not the same concrete change.", - "confidence": 0.91, + "summary": "These PRs are related only at a high level: two add attention-dispatch support for different model families, while the third updates AutoModel mappings. They are not duplicates of the same concrete change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the best representative because it is the broadest concrete implementation of attn_implementation dispatch across a closely related model family, with code, tests, and docs all aligned to that change.", + "canonical_pr_reason": "PR #46320 is the cleanest representative: it is a focused, single-family implementation of attn_implementation dispatch support with clear code changes and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest standalone PR in the set: it addresses one coherent feature addition across multiple related models, whereas 46320 is a narrower single-model variant and 45670 is unrelated.", + "best_pr_reason": "PR #46320 is the best global representative because it is the most focused and directly expresses the shared theme without spanning multiple unrelated model families.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: AutoModel registration for glmasr vs. RecurrentGemma attn_implementation dispatch. No shared code path or mergeable duplicate bug." + "reason": "Different changes: one updates AutoModel registration for specific model classes, the other adds attn_implementation dispatch support inside RecurrentGemma. Not the same bug or code path." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Different changes: AutoModel registration for glmasr vs. BLIP-2/InstructBLIP attn_implementation dispatch. Same broad library area, but not the same underlying fix." + "reason": "Unrelated changes: AutoModel mapping vs. attention-dispatch support across BLIP-2/InstructBLIP variants. Same broad Transformers area, but not the same concrete change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both add attn_implementation dispatch, but for different model families and different code paths. Too broad to treat as the same concrete change." + "reason": "Both concern attn_implementation support, but for different model families and different implementation paths/files. Too broad to treat as one duplicate PR." } ] }, @@ -21988,7 +22046,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "c9fa95b8229592819c73805be9d946ff6c17a6b7627bb367c35ae4c81630474d", + "prepared_review_unit_hash": "13e8e519b5beadfef262eace403dd91b3ce2b63ba03805de488456c95fc1982b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22010,18 +22068,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both linter/chore changes, but they target different rules and different code paths: TRF003 refactors model forwards to use can_return_tuple, while TRF018 changes model weight initialization patterns. They are not the same underlying change.", - "confidence": 0.97, + "summary": "The two PRs are both broad linter/modeling-rule rollouts, but they target different rules and different code changes. They overlap in touched model files, yet they are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate target; the PRs address different lint rules and unrelated implementation areas.", + "canonical_pr_reason": "No single canonical PR: PR #45720 implements TRF003 behavior around tuple return handling, while PR #46259 implements TRF018 modeling initialization behavior. They are separate rule-driven changes with different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the more focused and self-contained representative: it implements one specific forwarding-rule cleanup across model forward methods.", + "best_pr_reason": "PR #45720 is the better representative only because it is a more concrete, self-contained change to forward/return behavior across models; PR #46259 is a different linter rule entirely and not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and unrelated fixes: TRF003 affects model forward signatures/return behavior, while TRF018 changes weight initialization. Shared model filenames are incidental, not evidence of the same change." + "reason": "Different linter rules and different fixes: TRF003 modifies forward return behavior/decorators, while TRF018 changes model weight initialization. Shared files are incidental and do not indicate the same underlying bug or change." } ] }, @@ -22117,7 +22175,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "68a12a5fc8d69a9e2ae9b8a2e8eff6dc1fbcea737b1296f7d8ab58914898292b", + "prepared_review_unit_hash": "2d157ecf81533cc1cb6d96112f2dad462c04da0764c39e81360dc423dfed7ea7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22139,18 +22197,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a mixed CI/workflow + model implementation change, while the other is a ViT test migration. They do not appear to fix the same underlying problem or be mergeable into one PR.", - "confidence": 0.97, + "summary": "Two open PRs were grouped only by soft similarity, but they are not the same change: 45932 is a broad workflow/model tweak PR, while 46100 is a ViT test migration. No duplicate relationship is evident.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are unrelated changes in different parts of the repo (workflow/model code vs test migration), so there is no single duplicate target.", + "canonical_pr_reason": "No canonical PR as a duplicate set: the PRs address different artifacts and code paths rather than one underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the better representative of the cluster because it contains the more concrete product/code-path changes and is easier to distinguish as a substantive implementation update.", + "best_pr_reason": "PR 45932 is the more substantive standalone change, but it is still unrelated to 46100 and should not be treated as its duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: #45932 updates CI/workflows and multiple model files, while #46100 adds/migrates ViT tests. They do not fix the same bug or change the same code path." + "reason": "Different underlying work: 45932 changes CI secrets and multiple model implementations/configs, while 46100 adds/migrates ViT tests. They do not fix the same concrete bug or implement the same change." } ] }, @@ -22183,7 +22241,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "34985c64172bd55e059bfd164ebb4b4b6e82c1b6c000e809e47d1235a711aaf5", + "prepared_review_unit_hash": "ade07c8d99418e3e19be3b03dc9e338b1fc7c85a9c97bddbe37e2d1283096402", "component_budget": { "node_count": 3, "item_count": 3, @@ -22205,30 +22263,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three separate model-specific PRs adding attention-implementation dispatch support. They share a theme, but they are not duplicates because they modify different model code paths and would not plausibly merge into one PR.", - "confidence": 0.97, + "summary": "These are three model-specific PRs adding SDPA/attn_implementation dispatch support, but they target different code paths and model families (CTRL, T5, and wav2vec2-related audio models). They are similar in pattern, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2-family attention dispatch changes are architecture-specific and target different implementations.", + "canonical_pr_reason": "PR #46196 is the best representative because it is the broadest concrete implementation of the shared pattern, spanning many audio model files and the largest code change.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the broadest of the three, covering several audio models and the largest refactor surface, but it still is not the same change as the CTRL or T5 PRs.", + "best_pr_reason": "PR #46196 is the strongest standalone PR in the cluster due to its wider scope and clearer, more substantial implementation work compared with the narrower model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same general feature area, but different model families and different code paths: CTRL vs T5. Not a single mergeable fix." + "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; they modify different model implementations and are not the same fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both are attention-dispatch support PRs, but they target unrelated architectures (CTRL vs wav2vec2/audio models) and cannot be merged as one concrete change." + "reason": "CTRL attention-dispatch support and wav2vec2-family SDPA dispatch are separate model-specific changes touching different code paths." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add sdpa/attn_implementation support, but for different model families (T5 vs wav2vec2/audio). They are not the same underlying bug or change." + "reason": "T5 SDPA dispatch and wav2vec2-family SDPA dispatch are related in pattern only; they are distinct model implementations and should not be merged as duplicates." } ] }, @@ -22258,12 +22316,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1a0f3e9990983c1d965b73f38437d84af27300da82d7badd6e724c44f561749a", + "prepared_review_unit_hash": "0bd4a346702f209389aa20bc424c3811a368ae140eb1d085987aebd84676aba3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22271,7 +22329,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22280,18 +22338,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch/base PR spanning many subsystems and CI updates.", - "confidence": 0.92, + "summary": "These two PRs are related in the distributed stack, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed-branch base spanning FSDP, tensor parallel, integrations, and model code. Shared files reflect overlap in the same subsystem and likely dependency, not a duplicate fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature patch centered on EP routing and Trainer integration. PR #46269 is a broad base/aggregation PR, so it is not a cleaner canonical representative for a duplicate cluster.", + "canonical_pr_reason": "#46269 is the broader, more central foundation PR for the distributed branch and is the better cluster representative; #46126 is a narrower feature slice built on top of that work.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it has a narrow, concrete code-path change and clear scope. PR #46269 is too wide-ranging to serve as a good dedupe anchor.", + "best_pr_reason": "#46269 is the most generally useful and representative PR here because it covers the underlying distributed infrastructure changes, whereas #46126 is a specialized follow-on integration.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap on distributed filenames, but the PRs do not appear to implement the same concrete bug or change. #46126 is EP + Trainer integration, while #46269 is a broad distributed branch base touching many unrelated areas and CI." + "reason": "Reject: the PRs do not appear to fix the same concrete code-path problem. #46126 is a specific EP/Trainer integration on top of DistributedConfig, while #46269 is a much broader distributed branch base touching many unrelated distributed features and model files. They may be related, but they could not plausibly be merged into one duplicate PR." } ] }, @@ -22353,12 +22411,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "04836f3dcb9976828684bdac00eca28f57a714cba12ae25e7c4b0deeae0d1dd5", + "prepared_review_unit_hash": "d57fa2d668fcc0a3e94f99c6b43ac2ceed639d57a61a34ca59aa180df3574780", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23357, + "serialized_chars": 23358, "estimated_input_tokens": 5840, "estimated_eval_tokens": 11936 }, @@ -22366,7 +22424,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23357, + "serialized_chars": 23358, "estimated_input_tokens": 5840, "estimated_eval_tokens": 11936 }, @@ -22375,168 +22433,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are pull requests, and they are not duplicates of one another. The only tight subgroup is the pr-ci-security-gate workflow trio, but each PR makes a different change, so no soft edge should be merged.", - "confidence": 0.96, + "summary": "These are mostly unrelated workflow maintenance PRs that only look similar because they share YAML and chore-style titles. The only exact match is the trio of edits to pr-ci-security-gate.yml, but even those change different aspects of the workflow and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "46554 is the closest representative of the only coherent subcluster because it makes a real behavior change in .github/workflows/pr-ci-security-gate.yml; the other PRs are either unrelated workflow tweaks or cosmetic/comment-only updates.", + "canonical_pr_reason": "PR 46554 is the best representative of the cluster\u2019s substantive security/workflow changes; it is more than a comment or formatting tweak and has the clearest functional impact.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest standalone PR in the set because it addresses an actual security-gate behavior change, while the rest are orthogonal workflow maintenance edits.", + "best_pr_reason": "PR 46554 is the strongest standalone PR here because it changes the pr-ci security gate behavior in a concrete way, whereas the others are smaller or more incidental workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns: self-comment CI message piping vs PR security gating." + "reason": "Different workflows and different code paths; only a superficial similarity in shell/YAML style, not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one is self-comment CI, the other adjusts PR security-gate permissions/approval flow." + "reason": "Self-comment CI message piping fix is unrelated to PR CI security-gate permission/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI scripting update is unrelated to a comment-only note in pr-ci-security-gate.yml." + "reason": "Unrelated workflow update vs. comment-only notes in a different security-gate file." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow shell tweaks, but they fix different commands in different workflows and are not the same bug." + "reason": "Both adjust shell handling, but in different workflow jobs and for different commands; not the same bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different fixes; no shared code-path problem." + "reason": "Distinct workflows with different operational goals; no shared concrete code-path issue." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + "reason": "SSH-runner hardening and benchmark triggering are unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows: SSH runner environment handling vs anti-slop permissions scoping." + "reason": "Different workflow files and different concerns: SSH runner security vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflows; SSH runner changes do not match reviewer-assignment checkout behavior." + "reason": "Different workflow behavior; one hardens SSH runner, the other adjusts reviewer assignment checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same underlying fix." + "reason": "No same underlying bug or code-path; one affects SSH runner setup, the other PR CI security gating." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner secret handling is unrelated to PR CI security-gate permissions and approval gating." + "reason": "Different workflows and fixes; not a single mergeable change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Security hardening for SSH runner is unrelated to a reusable workflow comment update." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs and unrelated functionality." + "reason": "Both are workflow tweaks, but they modify different jobs for different reasons; not the same bug." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permission scoping is unrelated to reviewer assignment checkout ref selection." + "reason": "Anti-slop permissions and reviewer-assignment checkout are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different shell-command fixes; not mergeable as one duplicate change." + "reason": "Different workflows and different behavior; only broad YAML similarity." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared bug or code path; anti-slop permissions vs PR CI security-gate logic." + "reason": "No shared concrete problem; anti-slop permissions vs PR CI security checks." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment and benchmark dispatch logic are unrelated." + "reason": "Reviewer checkout ref and benchmark trigger conditions are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different failure modes." + "reason": "Different workflows and code paths; not the same underlying issue." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Checkout ref fix for reviewer assignment is unrelated to PR CI security gating." + "reason": "No plausible single duplicate fix; reviewer workflow vs security gate workflow." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both touch CI workflows, but one changes benchmark triggers and the other changes commit-message parsing." + "reason": "Benchmark dispatch logic and build-ci image tag parsing are separate concerns." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch expansion is unrelated to PR CI security gate logic." + "reason": "Different workflows with unrelated logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image tag selection and PR security-gate checks are different code paths." + "reason": "Both touch workflow shell snippets, but they address different jobs and different failure modes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; same broad CI area is not enough." + "reason": "Build CI commit-message parsing is unrelated to PR CI security-gate permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds checkout/diff-based checks, the other narrows permissions and adds an approval guard." + "reason": "Same file, but different fixes: one adds checkout-based security checks, the other changes permissions and adds a success gate." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "The note/comment update is not the same underlying security-gate change as the workflow logic edit." + "reason": "Same file, but one is functional security-check logic and the other is explanatory comments; not the same change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating is a different fix from adding explanatory comments." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Unrelated workflows; build image tagging vs PR security-gate commentary." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner changes and a reusable-workflow safety note are unrelated." + "reason": "Different changes in the same workflow file: permissions/condition vs documentation comments." } ] }, @@ -22566,7 +22618,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "e9354d53b0472ca3103184a89e5315d188dc43089f3a1303c5e32f42686d5913", + "prepared_review_unit_hash": "3d6954a59f3a98b5893d2161f28b68d186b6ca051cb745ac8df9cf3e26620399", "component_budget": { "node_count": 2, "item_count": 2, @@ -22588,18 +22640,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related-but-distinct PRs about replacing file-open source inspection with safer source access, but they target different modules and code paths, so they should not be treated as duplicates.", - "confidence": 0.92, + "summary": "The two pull requests share a broad theme\u2014replacing file-open source inspection\u2014but they fix different code paths in different modules. They should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the stronger representative of the cluster because it makes a concrete source-reading fix in `modeling_utils` and includes tests, while 46152 is a separate helper change in `import_utils`.", + "canonical_pr_reason": "PR 46207 is the better canonical PR for this cluster because it is narrower, fixes a specific source-reading path in `_can_set_attn_implementation`, and includes a test change; PR 46152 is a separate utility-level change in `import_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best stand-alone candidate: it has a clear behavioral change, test coverage, and a narrowly scoped code path, making it easier to review and merge independently.", + "best_pr_reason": "PR 46207 is the strongest representative artifact: it targets one concrete bug, has a focused diff, and is test-backed. PR 46152 is related only at a high level and addresses a different implementation site.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs replace `open()`-based source inspection, but they modify different helpers in different files (`import_utils` vs `modeling_utils`) and address separate concrete code paths; they are not the same underlying change." + "reason": "Same general theme (avoid `open()` for source inspection), but they touch different files and different logic paths, so they are not the same underlying change." } ] }, @@ -22631,7 +22683,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "f81d69581d98712f6a14a21ddc5c5f29389f88ca8153db9df252cbdad22c15be", + "prepared_review_unit_hash": "dca0a1ed62918efb94dc75360dfaf6c8a7daf1df39ef112da5aacb1b00c940f4", "component_budget": { "node_count": 3, "item_count": 3, @@ -22653,30 +22705,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-exact duplicates for the same StaticLayer `get_seq_length` type-hint change against issue #45987. The static-cache max-len config PR touches a different generation code path and should stay separate.", - "confidence": 0.97, + "summary": "PRs 46173 and 46474 are near-identical fixes for the StaticLayer.get_seq_length type annotation in cache_utils.py; 46436 is unrelated and fixes static-cache max length handling in generation utils.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the best canonical PR: it is an exact match to PR #46474\u2019s cache-utils type-hint change, has the clearer title, and explicitly links the tracking issue #45987.", + "canonical_pr_reason": "PR 46173 is the clearest canonical duplicate: it makes the same StaticLayer.get_seq_length annotation change as 46474, targets the same issue (#45987), and appears to be the earlier instance of the same patch.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the strongest representative of the duplicate pair because it directly targets the shared issue and contains the same minimal diff as #46474. PR #46436 is not a candidate for the same fix.", + "best_pr_reason": "PR 46173 is the best representative because it is the same concrete code change as 46474, with an explicit issue link and the more descriptive title; 46436 addresses a different bug path.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs and code paths: #46436 changes static cache length selection in generation, while #46474 only widens `StaticLayer.get_seq_length`\u2019s return type. Same broad subsystem, but not the same underlying change." + "reason": "Different bugs: 46436 changes static cache max-length selection in generation setup, while 46474 only adjusts a return type annotation in cache_utils.py." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "These are effectively the same PR: identical `cache_utils.py` diff, same issue target #45987, and the same `StaticLayer.get_seq_length` type-hint fix." + "reason": "Same underlying change: both patch StaticLayer.get_seq_length in cache_utils.py with the same type-hint update for issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46173 and 46474 have the same `cache_utils.py` type-hint diff and share issue #45987, while 46436 changes a different generation path (`generation/utils.py`) and is not the same bugfix. The soft-edge verdicts are conservative and do not overstate the evidence." + "feedback": "The summary is grounded in the packet: 46173 and 46474 have the same `cache_utils.py` type-hint diff and share issue target #45987, while 46436 touches a different file and bug path. The soft-edge verdicts are appropriately conservative, especially rejecting 46436 vs 46474." }, "evaluator_used": true, "retried": false, @@ -22766,7 +22818,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "8e6b0d06bea4142a7de8bf1a85b2fcc1714cbb2a0fc4be53bfabb63bfc2849e7", + "prepared_review_unit_hash": "6e984f69a0ef376f0e2ab106d797b07f6086b1a0a268a0a1b10dbb66f263e9de", "component_budget": { "node_count": 2, "item_count": 2, @@ -22788,18 +22840,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same right-window boundary bug in Moonshine streaming masking; PR 46546 is the broader, more complete change and subsumes the Moonshine-specific fix in 46310.", - "confidence": 0.85, + "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming sliding-window mask (`-dist <= right_window_size` instead of `<`). PR 46546 is the broader, more complete change set; PR 46310 is the narrower earlier variant.", + "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 tests and an additional related Gemma4 adjustment, making it the more complete implementation.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix, adds tests, and appears to be the more complete implementation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall representative because it addresses the same concrete masking bug while also covering the related model path and adding test coverage.", + "best_pr_reason": "PR 46546 is the strongest representative of this bug fix since it covers the concrete boundary correction and validation, whereas PR 46310 is a narrower subset of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs correct the same sliding-window right-boundary off-by-one in Moonshine streaming masking; 46546 includes the same fix and can plausibly subsume 46310, despite also extending the patch to Gemma4." + "reason": "Same underlying Moonshine streaming right-window boundary bug; the diff changes the exact same mask condition in the same code path, and the broader PR 46546 plausibly subsumes 46310's fix." } ] }, @@ -22829,12 +22881,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "99b24df4d8a7794dc48aa5c7e4af746b64707a06daad268147ae5237c5d7b677", + "prepared_review_unit_hash": "8865d191a56beccb81a7cfb8d6a7b846671fa0566a137506e9141f38b76abb57", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -22842,7 +22894,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -22851,18 +22903,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one implements multimodal support in continuous batching infrastructure, the other adds a HunYuan VL model package and docs.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model stack and docs/tests. They touch different codepaths and would not plausibly be merged into one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the stronger standalone PR to represent the cluster only by breadth and review maturity, but it is not a duplicate of PR 46376.", + "canonical_pr_reason": "PR 46417 is the better canonical representative for the cluster because it is a self-contained feature addition with a clear, unified scope (a new model implementation plus supporting docs/tests), whereas PR 46376 is a separate runtime/inference feature.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the more complete and mature change, but it addresses a different area than PR 46376, so it should not be grouped as a duplicate.", + "best_pr_reason": "PR 46417 is the strongest stand-alone artifact in this cluster: it has a complete feature surface, extensive file coverage, and clear model-specific scope. PR 46376 is unrelated enough that it should not be used as the representative duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: the first PR changes continuous-batching runtime/cache code for multimodal support, while the second adds an entire HunYuan VL model implementation, docs, and tests. They do not fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Different underlying changes: continuous batching multimodal support versus adding a new HunYuan VL model package. They do not fix the same bug or implement the same feature, and should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c3d2a7847eb6f343c5f32491641876511daf2e9f..132e8a73f0e01ac03beee5da5592351a49cf4dae 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260612t060053z", + "analysis_id": "hybrid-model-20260612t120034z", "archived_artifacts": { - "hybrid": "snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-12T06:11:28Z", + "published_at": "2026-06-12T12:12:01Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260612T060053Z", + "snapshot_id": "20260612T120034Z", "variant": "hybrid" } diff --git a/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..e054e41bb8ca08da577fcf9a75ae6c8fde3a504d --- /dev/null +++ b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json @@ -0,0 +1,2252 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260612T120034Z", + "generated_at": "2026-06-12T12:11:59Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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"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/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..64617f38183e1195f68e7fae4a5d3013026698f6 --- /dev/null +++ b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22929 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260612T120034Z", + "generated_at": "2026-06-12T12:11:59Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + 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I only see two true duplicate pairs: the DeepSpeed ZeRO-3 BertModel IndexError reports, and the torch 2.4.1 compatibility reports. The rest are similar-by-theme but not the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the ZeRO-3 BertModel IndexError cluster: it states the exact failure mode, setup, and model family, and it matches the near-identical 43596 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43638 is the strongest issue to anchor deduping here because it is specific, reproducible, and directly paired with the closest duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3_5Config missing a field vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention hardware/backend problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram error in moe code; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific failures; a broken official Nemotron example is not the same issue as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Same broad MoE/hardware area, but different concrete failures and models; not a duplicate." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific errors, but ONNX export and FineGrainedFP8 failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are documentation/problem reports, but one is table-question-answering crashes and the other is outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they target different removed references and are not the same doc bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs GenerationMixin import error are separate issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/resume scenarios; one is TRL SFT input embedding unpacking, the other is resuming local model training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch in a tensor op is not the same as Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training-resume issue vs ZeRO-3 BertModel IndexError." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-ish, but one is ZeRO-3 empty tensor initialization and the other is a shape mismatch during indexing." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different domains: generic mask shape IndexError vs Qwen3.5 video chat_template token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel failure are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resuming local training with trust_remote_code is unrelated to the broken Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in chat template handling is unrelated to local-model resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different setup and failure mode; not the same Zero-3 BertModel issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the reported failures are different and model-specific." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensor access; the titles describe the same bug from slightly different setups." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputed tensor mismatch is not the same as a mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU offload incompatibility and the other is uninitialized memory after to_empty(cuda); not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BertModel initialization error and GPT-OSS MoE TP failure are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/checkpointing tensor-size mismatch and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS-20B AMD GPU failure are different issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are distinct model bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config missing a field with vLLM and Mistral regex patch crashing are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; both titles point to the same version-incompatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as expensive reverse embedding lookup in Gemma4-E2B/E4B." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and a specific Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device map cuda assert are separate distributed/runtime issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image preprocessor mismatch is not the broken Nemotron example." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems; not a duplicate." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen3.5 input-embedding unpacking with TRL are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking issue and GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and MPS histogram_not_implemented error are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is not the same bug as TRL input-embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 Zero-3 loading IndexError and BertModel Zero-3 loading IndexError are similar at a high level but different models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL input-embedding unpacking and MPS histogram error are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: Liger Kernel cross_entropy path vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and Trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and GenerationMixin import failure are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called does not match a tensor mask shape mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS-20B on AMD GPUs and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and Sam3Model text-encoder weights not loaded are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is not the same as USE_DISTRIBUTED=0 support breaking in v5.9.0." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles, and the rejected soft-edge pairs generally distinguish different model families, failure modes, or code paths without overclaiming equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "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:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "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:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "13036ad59916594bb552b014102f7aef40e20f21d322c12a3ba38cd177a8f3eb", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports; only two soft pairs look like true duplicates: the repeated mask-shape IndexError and the repeated DeepSpeed ZeRO-3/BERT initialization IndexError. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41093 is the cleanest representative of the exact mask-shape IndexError duplicate pair with issue:44805, and it is the strongest duplicate-style issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best issue candidate because it matches another report with the same error signature and is more central than the other, unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL/vLLM load bug vs PyTorch build support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the model/context differ and the root cause is not clearly the same." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Qwen3 auto-device-map cuda assert are unrelated bugs." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the distributed build/config issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they concern different removed/changed APIs and are not the same change." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and video chat-template token mismatch are different multimodal issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU GPT-OSS failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor load failure and PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to RAG documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 compatibility are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model sets differ and the shared root cause is not clear enough." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and distinct failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same broad IndexError family, but one is a mask-length mismatch and the other is a zero-size tensor during ZeRO-3/BERT init." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic model-field regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention environment compatibility, but the model paths and failure modes are different." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot run and PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure." + }, + { + "left": "issue:44292", + "right": "issue:45685", + "accept": false, + "reason": "Qwen NVFP4 runtime and MPS histogram integer support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing under torch dynamo and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and device_map forward mismatch are different regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the error messages and affected loading flows differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic PretrainedConfig field regression are different issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking failure are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "b4e9117ed54c18cecbdf9788c3d57f0efd30d69e9eace0e5b35ef39d1c772ca8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, but there are a few true duplicate subclusters: non-persistent buffer corruption, SigLIP2 bad outputs, input_ids/inputs_embeds validation messaging, and a Qwen3.5 video-input regression. No single canonical issue spans the whole cluster.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue represents the whole mixed set. Among the genuine duplicate subclusters, issue 43950 is the cleanest canonical issue: it states the regression clearly and is directly duplicated by two near-identical reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best issue-level representative because it is a concrete, regression-focused report with the broadest and clearest duplicate coverage (43644 and 44534).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: unexpected _is_hf_initialized arg during init_empty_weights vs a PretrainedConfig/pydantic field break." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both involve recent-version breakage, but one is remote_code loading and the other is torch/transformers incompatibility; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but they affect different models and different failure modes; not clearly the same code-path bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch in Qwen3.5/VL model handling." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during ZeRO-3 init; different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 reports about bad or nonsensical outputs, pointing to the same model/processor regression." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-config and rotary-embedding/meta-materialization issues; not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failures with different triggers and code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model notebook initialization is unrelated to flash-attn fallback blocking checks." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptom domains: perplexity on gpt-oss vs GLM5." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained; too different to merge." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to translation-model tied-weights issues in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weights translation-model regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer implementation discussion is unrelated to a docs-only run-command removal issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-path bug: misleading XOR error handling for input_ids/inputs_embeds, with 46463 as a T5-family instance." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 TRL input-embedding unpacking is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs reference to a removed command are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime failures with no shared code path indicated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in v5; the wording differs but the bug is the same." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example issues are not the same as the separate SigLIP2 output-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate: both report v5 corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the duplicate subclusters it names are supported by the titles alone, especially the non-persistent-buffer regression (43644/43950/44534). The soft-edge accepts are mostly conservative and look mergeable as same-bug pairs. The only minor caution is to keep the SigLIP2 and Qwen video pairings phrased as likely duplicates rather than absolute certainty when only title-level evidence is available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "7c4bed50a03c06237e55189688442ac3eea4490d8dd79942b089ccb97f989d96", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bug reports grouped by broad topic similarity. The only previously accepted soft edge, issue:45920 vs issue:46489, should be rejected as an uncertain tokenizer-family similarity rather than a confirmed duplicate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest tracker for the v5 tokenizer-ID regression family; issue:46489 looks like a related follow-up case but not a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative because it captures the general regression clearly and is the broad umbrella report for the tokenizer-ID problem space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model families and different failure modes; similar runtime/attention context, but not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are low-level runtime incompatibilities, but the concrete errors and code paths are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer-regression family, but the evidence only shows soft similarity and not a confirmed duplicate or same concrete code-path bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are different problems." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/embeddings, but they describe different symptoms and likely different causes." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Generic non-persistent buffer corruption is not clearly the same as the specific Qwen3 MoE buffer-materialization bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities versus degraded text embeddings are distinct failures." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and a missing attribute on a model class are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing versus int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared-state rebuilding and post-to_empty buffer materialization are unrelated bugs." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same SigLIP2 area, but poorer embeddings versus HF-vs-JAX discrepancy is not the same concrete issue." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model-load failure." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape error is unrelated to early-stopping metric selection." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as the specific sleng-bert loading failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern memory, but the training-memory mechanisms differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Broad remote_code breakage and a specific missing-fields AutoConfig symptom are not proven identical." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and bitsandbytes storage-argument incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading issues with no evidence of the same underlying code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different attributes/errors." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and Gemma4 device-map mismatch are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping registration failure is not the same as generic remote_code breakage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct runtime errors." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error loading a model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they describe different slow paths and are not clearly the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regression and a specific tokenizer codec regression are different." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is broadly grounded, but the one accepted soft-edge pair is too strong for the evidence shown. The packet only provides a soft-similarity signal for issue:45920 vs issue:46489, and the pair is marked deterministic_accept=false. Their titles indicate a related tokenizer regression family, but not a confirmed duplicate. To stay conservative, this should be rejected or at least marked uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489", + "issue:46515" + ], + "soft_pairs": [ + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:44683|issue:46515" + ], + "prepared_review_unit_hash": "c8d71ab04ea62ea5d461bf35eaaccae53afaacd3886e6fac73f5393b7564ab39", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not one coherent duplicate cluster: most pairs are unrelated false positives, with only a few clear duplicates. The strong matches are tokenizer docs regressions, the repeated mask-shape IndexError, and a likely shared Qwen VL video-input regression.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set; it splits into several unrelated bug families rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable because there is no single underlying bug/change spanning the entire cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression: LlamaTokenizer in v5 overriding tokenizer.json pre-tokenizer behavior and corrupting DeepSeek tokenizer output." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue about removed v5 pipeline tasks still being referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different failures: tied lm_head weight bug vs non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different model/setup failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params argument incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Related to Whisper/audio, but one is a model runtime failure and the other is a specific fbank feature extraction issue; not clearly the same defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different code paths: Trainer compute_loss signature mismatch vs tensor-mask shape mismatch IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed problems: weight conversion/loading failure vs gradient averaging with GAS and model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing topics: LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-load related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load issues, but they affect different Qwen variants and different missing-weight patterns." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated model-loading failures for different architectures (GLM-4.7-Flash vs NemotronH)." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime bugs: Qwen3.5 RLHF NaNs from position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape mismatch IndexError, with 44805 appearing to be the broader duplicate report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely same Qwen VL video-input regression in v5.3.0; 44560 looks like a model-specific manifestation of the broader 44479 regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems with different models and failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated issues: DeepSpeed training weight-shape RuntimeError vs image processor void segmentation map handling." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading bugs for different architectures (NemotronH vs Sam3Model)." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different causes: DeepSpeed ZeRO-3 Bert index error vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different issues: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: ZeRO-3 empty-tensor Bert error vs a torch-version compatibility issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF vs sliding_window behavior issues; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals: Qwen2.5-VL rope index scaling bug vs Qwen3_5Moe uninitialized inv_freq after to_empty()." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related but distinct: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different video/image preprocessing failures; dtype mismatch is not the same as StopIteration in video loading." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different Whisper/AudioFlamingo bugs: batched inference leakage vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch compatibility problems: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly multi-family rather than one duplicate thread, and the accepted soft pairs are reasonably supported by the issue titles/descriptions. The summary is a bit compressed in how it groups the tokenizer/doc pairs, but it does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:46459|issue:46512", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "4418ebff846b415f2458cd607eabff22cbb5d3f60b748b7af3fed65c3a2eb2a4", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37432, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives. The only clear duplicate families are SigLIP2 output corruption (38175/43994), non-persistent buffer corruption in v5 (43644/44534), and a custom-model-init v5 regression (43645/43646).", + "confidence": 0.66, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; 43994 is the best representative of the clearest duplicate family because it states the broader SigLIP2 failure mode and matches a strong duplicate counterpart.", + "canonical_pr_reason": null, + "best_issue_reason": "43994 is the strongest standalone issue to keep as the representative target for deduping, since it captures the broader symptom than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: buffer-loading corruption vs OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model-specific video failure vs an MPS histogram/type error in a different subsystem." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure and meta-device loading regression are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: FP8 config issue vs meta-loading issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter notebook report is a narrower manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 multimodal failures in different workflows." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention-path failures; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: script execution failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 problem." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: Gemma4 device mismatch vs a torch version incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and different concrete failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "No shared underlying bug; tokenizer-mapping logic vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 wrong-output regression; 43994 is the broader repro of the same issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated Transformers v5 init-flag regression vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3 Bert init vs tokenizer-mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs; this is a ZeRO-3/Bert indexing issue, not tokenizer-mapping logic." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are model-specific failures with no clear shared bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated tokenizer-mapping bug vs tensor mask shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: dequantized offload vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Docs example/model-processor mismatch is not the same as the SigLIP2 inference-output regression." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer corruption regression in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading/compatibility problems with different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen-related failures with distinct triggers and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8/MoE failure is unrelated to mmap-related OOM." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config state; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Likely related loading regressions, but the titles point to different models and insufficiently specific evidence for one bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated LoRA/compatibility issue vs resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures; not mergeable as one bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal Qwen3.5 problems: ZeRO-3 loading vs save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated issues; no shared concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the buffer-corruption bug and notebook custom-init bug are not the same underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Related loading/tokenizer complaints, but they do not clearly describe the same concrete regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Different SigLIP2-related problems; one is inference output corruption, the other is doc/example and quantization errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, and only calls out the three clearly supported duplicate families. The accepted soft-edge pairs are all closely aligned by title/body, while the rejected pairs avoid overclaiming shared bug identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:36010|issue:39404", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "0ddfb2cc49cfd100731a484ac6605eefa9e9b09099924f6af2ca8ebc2094d1e3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38255, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are still unrelated or only loosely similar by subsystem/model family. In the resize_token_embeddings cluster, issue:45292 is the best umbrella canonical issue, but there are at least two closely related nested-embedding variants: issue:45276 and issue:45335. So this looks like a small family of near-duplicates, not just a single Gemma4/output_embeddings pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the cleanest umbrella statement of the resize_token_embeddings propagation bug, while still covering the broader nested-embedding failures seen in related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most reusable triage target because it states the shared resize_token_embeddings symptom generically and can absorb the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step accounting vs unused optimizer arguments." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is an inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE training inefficiency vs quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the reported causes and code paths differ." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-loading failures for different models and error types." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and root causes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/hf5.x compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different bug classes; no shared concrete code-path problem." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "One is a GLM5 issue, the other is quantized save/load corruption; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights argument validation." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate into nested embedding modules in composite Gemma/T5-Gemma models; same bug family and plausibly one fix." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers and exception types." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device loading regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Likely related to tokenizer loading, but the reports are too model-specific and underspecified to call the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are separate model implementations without evidence of one shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Docs/example errors and GLM5 loading issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related memory problems, but the behaviors and likely code paths differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling has nothing to do with mmap OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific training/offload problems." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Separate memory issues with different causes and environments." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-load failures, but they involve different quantization formats and models." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are different from mmap-related OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma4 FSDP2 key errors." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and the broken official example are not clearly the same concrete failure." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram failure is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic umbrella report and 45276 is a concrete model-specific instance." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash_attention crash conditions and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Distinct bugs with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is a bit too narrow for the packet. `issue:45292` is a reasonable canonical target, but the summary\u2019s claim that the only clear duplicate is the Gemma4/output_embeddings pair overstates the evidence: `issue:45276` also closely matches `issue:45335` as another resize_token_embeddings propagation failure into a nested embedding module. The rest of the pairwise rejections are mostly conservative, but the writeup should acknowledge that there is more than one closely related resize_token_embeddings variant rather than treating 45292 vs 45276 as the sole duplicate relationship." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "653b37b79127a8726d3275dffa6453b17f534091ac7343ba5a9413a0101f79d2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct regression reports across tokenizer, model-loading, training, and device/dtype paths. The only strong duplicate-like pair is the generic `resize_token_embeddings` bug and its model-specific `t5gemma` manifestation.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the broader, model-agnostic report about `resize_token_embeddings` not updating output embeddings, while `issue:45335` looks like a specific `t5gemma` instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best canonical issue because it describes the underlying API failure more generally and can absorb model-specific duplicates like `issue:45335`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video input handling for Qwen VL models vs strict config loading for `granite_speech`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated failures: GLM-4.7-Flash unit-test loading vs Qwen3.5 `save_pretrained` checkpoint regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths: gradient checkpointing in eval mode vs RLHF NaNs from Qwen3.5 `position_ids`/SDPA behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different concrete problems: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to `resume_from_checkpoint` / `max_steps` calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization vs `save/from_pretrained` handling of `extra_state` are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different model-loading and autocast paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to propagate to tied output/decoder embeddings; `t5gemma` is a model-specific instance." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Model vocab inconsistency vs model loading failure; no clear shared underlying defect." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex attention failure on torch>=2.9 is unrelated to Gemma4 `device_map=\"auto\"` device mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token lookup vs CodeLlama round-trip spacing regression are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization behavior change." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device placement bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Version compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and non-template-node compile error are distinct." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs compiler rejecting non-template nodes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape `IndexError` do not describe the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is separate from Perceiver non-default resolution failure." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline-task deprecations and mismatches." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return bug and MXFP4 loading fallback are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and `ModelOutput` key assignment behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer constructor conflict and `gguf_file` loading failures are different loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical duplicate call on `issue:45292` / `issue:45335` is well supported by the shared `resize_token_embeddings` failure pattern, and the other soft-edge rejections avoid over-claiming duplicate status for issues that only share broad surface area (tokenizer, loading, dtype, save/load, etc.)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:42796|issue:43404", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:42915|issue:44530", + "issue:42175|issue:46178", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "eeaa377fa6d5b159ec8470684b31b8167cd1c9ce3f0e10ec4597f08cd2cd943e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. Only the Qwen3-VL MoE loading reports look like the same underlying bug; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43299 is the broadest report of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation with a specific weight-shape mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 best represents the duplicate cluster because it states the general v5.0.0.dev0 loading breakage, while the paired issue is a specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Same model family and same loading failure class; the second looks like a concrete manifestation of the first regression." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failures: deepspeed zero3/BertModel indexing vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model regressions in v5, but they concern different models and distinct failure modes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage is unrelated to a tokenizer continue_final_message bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an old issue is unrelated to mistral_common tokenizer behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizers and different root causes; one is model-specific loading, the other is a Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected models and bugs are different." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name registration bug is unrelated to flex_attention compilation on torch 2.9+." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model loading regressions; no indication they share the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer issues, but one is repository tokenizer.json precedence and the other is DeepSeek-Coder output corruption." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to merge." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement in XLNet and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are separate model-specific regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and Qwen3 MoE FP8 training failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repositories; no shared concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different Qwen3.x bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging backend omission and a backend-mapping ValueError are related only loosely by TensorFlow naming, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but the descriptions point to different symptoms and no clear shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The single accepted pair (issue:43299 / issue:43931) is a defensible broad-vs-specific loading regression match based on the titles, while the remaining pairs are reasonably rejected as different models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "d25e3018ee7dda1801f9aadcd5e5645b0104baa75380321839f788f5c4bd6056", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37690, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only a couple of soft pairs look like true duplicates or near-duplicates. No single canonical issue/PR for the whole set.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bug paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature extraction path (_torch_extract_fbank_features / LasrFeatureExtractor) and likely the same regression around unsupported feature arguments." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict in T5 vs custom model initialization in Jupyter; different components and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: multimodal Qwen2.5-VL batching vs mistral_common continue_final_message tokenizer handling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs failure to load a specific BERT model; unrelated load issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF/loading failures, but one is about gguf_file API behavior and the other is a model-specific Transformers v5 regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error vs GraniteMoEHybrid invalid method call; not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload with device_map=auto vs GGUF loading failure for Qwen2.5; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions in v5, but for different models and likely different tokenizer/model compatibility problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache return-type bug; different generations paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio template sampling-rate default vs MIMI encoder batched/single mismatch; different modules and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; unrelated regressions." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech vs mistral_common tokenizer continue_final_message; different areas." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom model initialization vs buffer serialization issue; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral regex patch crash; unrelated symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation TypeError; different failure classes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute issue vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is model-specific untied weights and the other is serialization inconsistency; not clearly the same code-path." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different model behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs vs OmDet-Turbo processor/model image-size mismatch; different root causes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; unrelated Trainer issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching mismatch vs DAC.from_latents/forward mismatch; different models and bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; unrelated tokenizer-loading problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segmentation fault vs Qwen3OmniMoe video ValueError; different multimodal failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/load paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights unexpected argument error; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction vs compiled flex_attention on torch>=2.9; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check issue vs processor image-size mismatch; unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache return-type contract; different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kw TypeError vs a model-loading regression for a specific repo; not the same failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both are FP8-related, but one is a config failure and the other is a missing storage object; not clearly the same underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/specific manifestation of the incorrect checkpoint-save bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it identifies the set as mostly unrelated and only marks two soft pairs as likely near-duplicates. The accepted pairs are plausibly aligned by title alone, and the other rejections are conservative rather than overconfident. No canonical issue/PR is implied beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43632|issue:44534", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "e4f0dbbf67da15e35f5e4b012e57eb5d6231a51b5a32bf337c5213ad8c71d8f3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose semantic cluster around Transformers regressions and model/tokenizer loading, but the soft pairs mostly split into distinct bugs, models, and code paths. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the best anchor because it is a concrete, high-severity tokenizer regression with a clear v4\u2192v5 break and broad impact within a well-defined code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue in the set: specific reproduction, explicit regression framing, and a user-facing correctness bug rather than a vague compatibility report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL video/position handling, but 44479 is a broad v5 video-input regression across several models while 45325 is a specific still-image temporal position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer init failure and Qwen3 device-map CUDA assert are unrelated subsystems and failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer load failure for a specific model, the other is a performance regression in convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and strict config blocking granite_speech loading are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy load logging are not the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are distinct model/path problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different mechanisms." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and Strix Halo mmap OOM are unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is still-image temporal position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite wrong token IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs and model families." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are different layers and bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup TypeError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is a logging/noise issue; the other is a functional tokenizer loading failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention multi-GPU or Qwen-VL training, but one is multi-GPU training setup and the other is iterable-dataset/multi-image finetuning failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing and missing supports_gradient_checkpointing are related only at a high level; they are different defects." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: one concerns initialization flags, the other buffer contents." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related v5 errors, but one is an unexpected init_empty_weights argument and the other is a missing storage type." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are different tokenizer/model-loading issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-specific problems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are both tokenizer-related but not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability issues around TensorFlow are similar in theme but not the same underlying defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/loading problems and Sam3 text encoder weight loading are different model-specific bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization are separate core-library regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are both tokenizer regressions, but they are distinct failure modes and fixes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label-classification zero loss are different classification/training bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch backend-tokenizer crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:42796|issue:45381", + "issue:43632|issue:45072", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43881|issue:44488" + ], + "prepared_review_unit_hash": "0005bffa2316e7e31bd4d08413a758b1cc2f125e92a74b9942bf61d6164f9be3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression reports across different models/subsystems; only one soft edge looks like the same underlying Qwen2.5-VL position-id bug. The rest are too model- or symptom-specific to merge.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the best canonical representative because it describes the underlying Qwen2.5-VL position-id/rope-index regression at the most specific root-cause level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest issue candidate in this set; it is the most concrete description of the only credible duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: missing temporal attention/shared weights vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but the models and failure modes differ (padding mask mismatch vs NaN embeddings with sliding-window attention)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated internals: non-persistent buffer junk vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both touch Transformers v5 loading/init, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check is a different code path from CI bfloat16 dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend installation mismatch is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL issues: iterable dataset with multiple images vs video position-id regression." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model loading failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe wrong position_ids/rope-index behavior in the video/temporal path." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and problems: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Same broad vision area, but Qwen2.5-VL rope-indexing and Kosmos2.5 OCR long-input errors are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading in Transformers v5." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is a different regression from dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is unrelated to strict config loading of granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes: video-input regression vs device mismatch with Gemma4 PLE." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with past_key_values is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA failures are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image IterableDataset failures are different model/usage bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention loading/device issues, but CPU offload mismatch and DAC.from_latents vs forward STE mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are unrelated regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure is unrelated to cjvt/sleng-bert loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The single accepted pair, issue:45325 and issue:45381, is a reasonable same-bug match around Qwen2.5-VL positional indexing in the video/temporal path. The other soft-edge rejections are generally cautious and supported by the issue titles, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:44265", + "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:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:42796|issue:46209", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:42796|issue:44977", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "0b0a1bc8b911f1d8a18893400a974d5a520b0b4747728a82b84e48bc967d1adf", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of mostly unrelated Transformer bugs; none of the soft-edge pairs look like safe duplicates. The strongest single issue to anchor on is the broad v5 tokenizer regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best representative because it describes a broad, concrete v5 tokenizer regression affecting multiple models and token IDs, with clear user impact and reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest stand-alone issue in the set: broad scope, concrete symptom, and likely to absorb the most related reports around tokenizer regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Different subsystems and failures: tokenizer NER/padding crash vs torch.export with torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: tokenizer BPE marker handling vs FP8 inference failure on B200." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated bugs: sliding-window masking off-by-one vs tokenizer conversion performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are batching-related, but one is MIMI encoder padding-mask correctness and the other is processor image-size output mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenization, but the concrete failures differ: missing special tokens for one tokenizer vs wrong token IDs across many tokenizers." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tied-weight serialization/generation issue vs bf16 dtype mismatch in inference." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: Qwen3 MOE loading/conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen/Ministral-adjacent model issues, but the actual failures and models are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: batched-vs-single MIMI encoder outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a device_map load failure and the other is a broader offloading regression; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a specific model/dataset is unrelated to gradient checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Distinct model bugs: AyaVision tied weights vs BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated configuration problems: missing pad_token_idx vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failure modes: Llava Next segfault on load vs sinq quantization save/load breakage." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different issues: inability to run a script vs Qwen3 MOE failing with FineGrainedFP8Config." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both relate to loading/memory, but FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained/serialization, but one is tied lm_head serialization by device and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model bugs: device-map CUDA assert vs flash-attention generation failure." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Training-loop resume failure and early-stopping metric resolution are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different areas: Beit image processor label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but int4 reserved-memory OOM and apex RMSNorm leak are distinct causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading problems with no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 MOE FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Offloading/quantization regression vs mmap OOM on Strix Halo: related theme, different bug and likely different fix." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "No meaningful overlap beyond both being runtime 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": 21, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "2639eaee20f7f0930042406197dcf27fa71faab116a804d6a046ac0e150804e0", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bug reports. A few pairs share broad themes like offloading, multimodal processors, or tokenizers, but they do not appear to be the same underlying bug or change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest active issue in the set and sits closest to the offloading/device-mapping theme that recurs in a few other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall because it is open, has inbound references, and covers a recurring class of runtime/offloading problems better than the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: dtype propagation in BLIP-2 loading vs checkpoint resume/max_steps math in Trainer." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/runtime failures, but they hit different models and code paths: SDPA compile in Bamba vs packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model bugs: lm_head tying in Mistral3 vs incorrect visual encoder keys on save_pretrained in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio_mel_mask variable collision is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer API access; the other is a general tokenization change across versions. Similar symptom area, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both touch preprocessing, but one is a LayoutLMv2 tokenizer crash on NER/padding and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing defects: fixed output size mismatch in OmDet-Turbo vs Perceiver failing on non-default resolutions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/offload problems, but they are separate failures in different models and likely different underlying causes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure is unrelated to dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in multimodal models are different: one is a bad .to() call on a string, the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to permissions propagation during save_pretrained/register_for_auto_class." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems: cudaErrorAssert with Qwen3 auto device mapping vs TP not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx reload are distinct configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and transformers.pipelines import failure with kernels v0.15 are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated training issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state cache reset are different model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping cuda errors." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related failures, but they concern different tokenizers, tasks, and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are separate model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3-family multimodal issues, but one is video-input processing and the other is a weight_only loading error; different code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct not persisting are different configuration/reload bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metric_for_best_model is unrelated to void segmentation map processing in the image processor." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different subsystems and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44514|issue:44545", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "7c0495317960a2e7907fdebdcd7894e1716b7c3e4c862973b877f550a0cf01cb", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated despite some superficial overlap in subsystem or model family. One clear duplicate stands out: the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44514 is the clearest representative of the one true duplicate pair: it describes the batched-input crash in `Qwen2_5_VLProcessor.apply_chat_template` with `padding=False`, matching 44545 exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue to keep as canonical: it is a precise, reproducible bug report with an exact failing API and condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Bamba-9B-v2 torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI failures, but one is CPU offload device mismatch and the other is accelerate loading of packed BitNet weights." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Overlap is only generic tokenization/memory wording; one is int4 CUDA reserved memory OOM, the other is a tokenization change regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated issues: label truncation in gather_for_metrics vs SAM3 text/bbox odd behavior." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model-loading failures with different root causes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen3, but one is sliding_window behavior in Qwen3-MoE and the other is `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces and models: Gemma4Processor missing `_tokenizer` in serve vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve saved model weights, but they affect different model families and different missing-key paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video-token counting undefined-name bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different model/components: bark-small CPU offload mismatch vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "No shared underlying bug; BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they concern different models and different tokenizer/model compatibility problems." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5/3.6 multimodal bugs: config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation, the other is a training loss bug for `num_labels=1`; same area, different defect." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different vision-model inference bugs: interpolation/resolution failure vs dtype mismatch in bfloat16." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as loading ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL backend requiring torchvision are different regressions." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same bug report: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training/eval failures: unpacking input embeddings in TRL SFT trainer vs evaluate after train." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient explosion." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token runtime post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the canonical duplicate call on 44514/44545 is supported by the nearly identical titles and described failure mode. The remaining soft-edge rejections are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:42886|issue:44843", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:43540|issue:44008", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "d52fa723c8483fb12ee22087a1202a553ffa920d41b14437d5cc98001592116e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38014, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a coherent duplicate cluster; they span many unrelated bugs, regressions, and model-specific failures. No soft pair is a safe merge based on the available evidence.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate issue emerges from this set; issue:43873 is only the most active standalone report (multiple references and discussion), not a unifying bug for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signals among the set (discussion, inbound references, and a concrete reproducible problem), so it is the best standalone anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5 RMSNorm memory leak vs missing gradient-checkpointing flag on a Nemotron trust_remote_code variant." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Separate code paths and symptoms: Qwen3 device mapping CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different models and bugs: apex RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL/video issues: from_pretrained weight_only error vs wrong vision_position_ids during video input." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2Mixer cache correctness bug vs T5 decoder-input validation error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete defect." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different layers of the stack: Gemma4 FSDP2 shared_kv_states bug vs missing supports_gradient_checkpointing flag on Nemotron remote code." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example errors/quantization failure is not the same as general offloading not working with quantization." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading paths: GraniteSpeech PEFT checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is post-processor sync after special-token edits and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Completely different subsystems: Deepspeed/BertModel zero3 init vs feature extraction in _torch_extract_fbank_features()." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related to Mistral-regex/tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/regression report; not the same concrete fix." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void-segmentation-map processing is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific correctness issues: BitNet packed-weight loading vs DAC latent reconstruction missing STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/model-loading bugs, but BigBirdTokenizer special-token handling is unrelated to BitNet packed-weight unpacking." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer mapping-name failure while adding a new model-like entry." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video/multimodal, but they affect different models and different failure points (processing ValueError vs chat-template token/feature mismatch)." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image tokenization breakage vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to RTDetrV2 producing different outputs in v5." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Separate model/runtime failures: Bamba torch.compile+SDPA bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Token construction error vs inability to load a specific model; not the same underlying tokenizer bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failure modes: Bamba compile/SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config blocking granite_speech; different defects." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-tokenizer issues: LayoutLMv2 NER/padding crash vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing error vs Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: void segmentation map processing vs custom trainer compute_loss signature mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific configuration bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE-layer dropping." + } + ] + }, + "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": 21, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43582|issue:46512", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "b82f53cd0b2b34f1077e5d81949358a83e43aff0c4dfea4c4f22d8ceb81013f2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35014, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the suggested soft pairs are similar only at a broad subsystem level and should not be merged as duplicates. I\u2019d anchor the cluster on the non-persistent-buffer loading regression, but only as the best representative issue, not as evidence that the items are the same bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest, most self-contained regression report: it names the concrete loading path (`from_pretrained`) and the specific failure mode (non-persistent buffer corruption).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue because it is precise, actionable, and describes a focused runtime regression rather than a vague symptom or documentation/model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve Mistral regex patching, but the bugs differ: offline `model_info()` access vs `backend_tokenizer` attribute crash." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template compilation TypeError." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and symptoms: Llava-Next model load segfault vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different tasks and models: SigLIP2 docs example errors vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/XOR messaging for inputs_embeds, the other is a sequence-classification loss bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and code paths: BLIP2 dtype propagation vs Gemma 3n variable collision in forward()." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/runtime bugs: last-batch metric gathering vs Mamba2 use_cache correctness." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both touch loading/state, but one is buffer corruption on load and the other is a cache length return-type contract bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes vs AutoTokenizer loading failure; no evidence they share the same root cause." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Whisper empty transcription handling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/efficiency related, but one is non-persistent buffer junk and the other is FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to documentation still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset behavior and GenerationMixin import failure are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different runtime mismatches: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: Qwen video-input regression vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError in model code vs trainer.evaluate() failing after train() are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but the titles point to different models and different defects (ValueError vs incorrect vision_position_ids)." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import breaking on a kernels package version requirement." + } + ] + }, + "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": 21, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43577|issue:43582", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:45987|issue:46192", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:34634|issue:36331", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:45084|issue:45538", + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "3a8fa1c7a9fb07d1015ffe43dbbd0b0dae075c37845a03e8ce9045fb62d4948b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated tokenizer, model-loading, multimodal, dtype, CI, and docs issues. None of the soft links are strong enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to unrelated bugs, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; the broadest titles are too vague to anchor the cluster reliably.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Qwen3.5-VL video chat-template mismatch vs T5 decoder input validation. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broad regression report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: OmDet-Turbo image-size mismatch vs bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and generic bf16 dtype mismatch are different concrete problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer added-token spacing and slow/fast tokenizer inconsistency may overlap, but the titles do not indicate the same exact bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length return type and return_tensors being ignored are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to pipeline v5 removals, but one is a misleading error message and the other is stale docs references." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized errors are different loading-path issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression and general tokenization changes are not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling are separate bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon TypeError in warmup code and LwDetr float16 AMP crash are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization loading fallback are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 v5 output drift are not the same code-path problem." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM-125M key error and broad remote_code regressions are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer backend_tokenizer crash and Gemma4Processor missing _tokenizer are different processor-loading failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but they describe different models and different warning conditions." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error during Gemma4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config reference 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": 21, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:42490|issue:43257", + "issue:46421|issue:46424", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:43643|issue:45759", + "issue:43650|issue:43906", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "55db6f3420614359054be37b8a50ac583fac1b3d661ece7d54d68b9fb0d462fe", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different Transformers subsystems. I found no convincing duplicate groups; the closest pairs are only topical overlaps (cache, video, loading, quantization) but they do not appear to be the same concrete bug or fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46421 is the cleanest, most actionable open report in the set: it has a specific symptom (spurious recompilation with chunked prefill) and a focused likely fix path, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the best representative issue because it is concrete, reproducible, and narrowly scoped; unlike the others, it is not just a vague regression or a model-specific loading complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs an MPS attention correctness issue in a different code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer-loading regression for a specific model; not the same fix." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Distinct trainer failures: Deepspeed ZeRO-3 index error versus evaluate-after-train state handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated models and code paths: Bamba torch.compile/SDPA vs git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path breakage for GenerationMixin is not the same as the Jupyter custom-model initialization problem." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is separate from multimodal token counting in the video branch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: DAC latent reconstruction mismatch vs DiaConfig save/load losing token IDs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend dependency problem and kernels version/revision requirement are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading and Whisper batch_decode option handling affect different components and fixes." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is zero probabilities on SigLIP2 and the other is an OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo resolution mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 quantization regression and the other is a model-specific memory exhaustion report." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation-example errors with SigLIP2 are not the same as git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path warning on load and Qwen3 MoE accelerate/deepspeed loading are different issues." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache area, but one is lazy initialization causing recompilation while the other is max_cache_length being honored only for quantized cache; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default and Whisper decode special-token handling are separate processor behaviors." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions, different swallowed errors, and different fixes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and AutoModelForCausalLM.from_config text_config unwrapping are different stages of model loading." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap; one is a placeholder title and the other is a reproduction of a different issue." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related regressions, but one is undefined names in multimodal token counting and the other is a broader Qwen video-input regression; not enough to treat as the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined helpers and batched video processor shape errors are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying causing garbage text and Blip2 dtype staying float32 are separate model-loading/initialization 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": 21, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44849|issue:45701", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "dd7490b13e6a4c9f6281004a34fdde7571abe74f3cc7ae7c22f0dfef678baac2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across loading, tokenization, video, dtype, and backend/dependency handling. Only one soft edge looks like a likely true duplicate/same fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.29, + "canonical_issue_reason": "If a single representative is needed, issue 45701 is the broadest user-facing regression about tokenization changes and can absorb the most nearby tokenizer-related reports. That said, the cluster is not a clean duplicate set overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best overall representative because it is broad, still open, and framed as a version-driven tokenization regression rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but one is FSDP CPU RAM efficient loading and the other is an Apple/Strix Halo mmap OOM issue; different failure modes and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is about init_empty_weights passing an unexpected model init argument; the other is image processors incorrectly requiring torchvision. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different models and different symptoms; no evidence they share one concrete fixable code path." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config model loading failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting not updating is unrelated to perplexity on a specific model/dataset." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package import/version requirements." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different causes; too broad to treat as the same fix." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token ID loss and MXFP4 quantization fallback are separate model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 model loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output regression and Qwen3.5 save_pretrained key handling are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are different dependency problems." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is tensors staying float32 when loading BLIP2; the other is config.dtype remaining stale after from_config. Similar theme, but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Tensorflow missing from a pip extra and a missing exported Qwen model class are unrelated packaging/import issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch dependency error is not the same as a Llama 3.2 model loading regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and AppleSilicon caching allocator TypeError are unrelated code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and version-driven tokenization changes are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Missing key when loading MobileLLM-125M and init_empty_weights argument handling are not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken keyword collision and the other is a tokenizer loading regression for a specific model; too different to merge." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency error and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video input processing are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These both describe the Qwen2.5-VL video-input regression around incorrect video position/vision_position_ids handling and appear to be the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input errors, but they affect different model families and exceptions; not enough evidence of one shared fix." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config model failure and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The cluster is indeed heterogeneous, the chosen representative issue 45701 is a reasonable broad canonical tokenization regression, and the one accepted soft edge (44479/45381) looks plausibly like the same Qwen video-input bug. The remaining soft edges are appropriately rejected without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:44737|issue:46463", + "issue:27957|issue:28282", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43906|issue:46468", + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43404|issue:45987", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:42796|issue:43906", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "89e4d357e413186a09346751394aecbaf2ba32bba617efc93f9064270c64531b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers bug reports, mostly around tokenizers, model loading, and model-specific regressions. I do not see a single underlying duplicate bug spanning the set, so no canonical issue/PR emerges from this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different surfaces: model loading regression vs hub API/CI forwarding bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: package backend extras vs failure to load a specific model." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms; both vision bugs, but not the same code-path issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Separate tokenizer regressions affecting different tokenizer implementations and behaviors." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes: init_empty_weights argument handling vs loading an image processor from URL." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX discrepancy and the other is nonsensical outputs; not clearly the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Completely different components: XLNet positional encoding vs T5 decoder input validation messaging." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "One is Flash Attention support for XLM-Roberta; the other is an AutoModel PyTorch import error." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both trainer-related, but one is token accounting and the other is a compute_loss signature break." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both dtype-related, but they affect different model paths and likely different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific issues: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer internals, but the specific exceptions and code paths are different." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures; not the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue vs Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but they stem from different model/storage problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug beyond both being isolated model reports." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs encode-decode spacing loss." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet CPU tensor creation vs flash_attention sink handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary embeddings, but the bugs are different: missing RoPE layers vs kernel registration crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen family issues and different RoPE-related defects." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated: tied weights in a multimodal generation model vs StaticCache return type contract." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to image processor loading from URL." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is an image processor reduction bug and the other is a sequence-classification loss issue." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map forward mismatch vs T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs a model load regression for a specific checkpoint." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package version pinning issue vs stale auto_mappings references; no shared underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: save_pretrained key serialization vs incorrect token IDs from AutoTokenizer." + } + ] + }, + "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": 21, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:28282|issue:32090", + "issue:44493|issue:46050", + "issue:28282|issue:33357", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "4f5e4092e63c53b817a4258648bed41d7e6cc38ca570f46b76a4f6e89184a449", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35305, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate family around tied-weights serialization on v5. I accepted only the 44466/45005 pair; the rest are superficial title similarity across unrelated bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report in the only likely duplicate family (tied-weights serialization / lm_head weight handling in v5), and it can subsume the more specific 44466 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best cluster representative because it captures the shared tied-weights regression at a higher level than the more device-specific lm_head serialization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3.5 num_labels propagation vs granite_speech config loading under strict validation." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope validation rejecting a JSON-loaded list." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and code paths: RTDetrV2 output drift vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is generic AutoConfig trust_remote_code field loss and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() after train; different failure sites." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaulting vs T5 decoder input validation messaging; unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch missing dependency vs trainer GPU broadcast NoneType error; different environments and code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs quantized sinq save/load corruption; different serialization issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs macOS CLIP bus error; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression in v5, with 45005 providing the broader translation-model context and 44466 the device-specific symptom." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode mistral regex patch regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-model bugs: DAC.from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device_map='auto' device mismatch during forward; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SIGLIP2 zero-probabilities issue vs processor/tokenizer API regression in v4.57.5; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer failures, but on different models and failure modes: MLuke AttributeError vs FastSpeech2Conformer load failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import dependency issue vs Windows ROCm torch.distributed dependency problem; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke tokenizer AttributeError; different tokenizer defects." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch optional TF backends, but one is missing TensorFlow detection with tensorboard-only installs and the other is an unmapped tensorflow_text backend; not the same code path." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; different tokenizer semantics." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression vs Blip2 dtype not propagating to qformer; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched chat-template crash with padding=False vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer access/images-to-tokenizer regression and the other is Kimi-K2.5 codec handling plus mistral regex warning behavior." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM key error on load; different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet: the only accepted pair, 44466/45005, is a plausible same-bug family around v5 tied-weights/lm_head serialization, and the representative choice is reasonable. The remaining soft-edge rejections are conservative and do not overstate equivalence across different models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:44514|issue:45290", + "issue:44466|issue:46050", + "issue:43643|issue:44561", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:44977|issue:46209" + ], + "prepared_review_unit_hash": "61fcfb1cbeb1e55499f6e46b032f993e2e92cbbaa42620469033690e68c123d8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, loading, generation, multimodal processing, and training. None of the soft edges are close enough to treat as duplicates or a shared fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated bugs across tokenizers, model loading, generation, multimodal processing, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: there is no clear shared underlying bug across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs and failure modes: save_pretrained sharding behavior vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation paths and causes: compiled chunked generation vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no shared underlying bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in a regex patch and est-roberta tokenizer loading failure are distinct issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs config custom token ID persistence are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different model-math issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization behavior." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in VL models and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different models and different execution contexts." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError do not share a code path." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions in different models and subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading MobileLLM and AutoImageProcessor URL loading are different loader bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping and compiled-forward generation inconsistency are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but on different inputs and edge cases." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantized save/load failure are different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is an API removal breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and MPS attention correctness are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate default and processor.tokenizer/image-handling regression are different problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading bug and DiaConfig custom token ID loss are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer compute_loss signature breakage are different training 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": 21, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:43688|issue:43873", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:44849|issue:45357", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "issue:43257|issue:43299", + "issue:44568|issue:45812", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "af75f6a4802e4cf38f76474954b1d1779e19dcdfc8f94a625e03951ace343fb2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues with a few superficial same-area similarities (tokenizers, loading, multimodal/Qwen, v5 regressions). No soft pair looks like a true duplicate or mergeable PR pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the strongest anchor: clear, reproducible tokenizer regression, broad user impact, and the most substantial supporting references among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, concrete, and clearly framed as a regression with external confirmation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: MPS attention correctness vs Trainer import blocked by datasets." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but for different APIs/models and different root causes." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch during forward is not the same as quantized model save/load corruption." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference nonsense and ignored return_tensors are separate tokenizer/pipeline issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Model discrepancy is unrelated to a pipeline error message about translation support." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors are not the same as HF vs JAX implementation divergence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and a dependency version bump are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are completely different problems." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both involve multimodal model usage, but the bug causes and APIs differ." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug is distinct from incorrect visual-encoder key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as abnormal gradient inflation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint is unrelated to offline regex patch behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom init and the other is serialization of tied weights." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing ValueError is not the same as flash-attention generation issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and Qwen3VL loading are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs for Granite." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-token-field symptom, but for different models/configs and loading paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing model class and a Float8 storage TypeError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs lost on save/load is unrelated to MLukeTokenizer task failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are separate training 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": 21, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43575|issue:45405", + "issue:43334|issue:45759", + "issue:44464|issue:46424", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:45200|issue:45229", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "81f3714cee8192d7a36c688af0d02f2e9fa2ba3f093c36ab66e75fc2cd07a5c9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated transformer bugs and feature issues (tokenizers, model loading, serving, attention, quantization, training, and CI). None of the soft pairs look like the same underlying defect, so there is no clear canonical issue in this set.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the issues are not duplicates and span unrelated code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for this cluster; the proposed pairs do not share one concrete root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B is unrelated to a PEFT version bump/release availability issue." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version check issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field BEiT loading failure and Bark CPU offload device mismatch are different root causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized init arg are distinct compatibility issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and Gemma4 multi-GPU OOM are separate problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU offload mismatch is not the same as a stale CI test in GraniteSpeech." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models differs from CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM and Gemma4 device mismatch are different failure modes, not one bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-litetext memory overflow." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compile error is different from a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve-path failures." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is different from the AuxRequest import version check bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probabilities output." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope validation JSON-list handling are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and mm_token_type_ids defaults 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": 21, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "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:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43232|issue:44849", + "issue:43295|issue:43873", + "issue:44521|issue:45290", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:39692|issue:46192", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:43550|issue:43844", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:38175|issue:43493", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:44792|issue:45563", + "issue:43452|issue:46512" + ], + "prepared_review_unit_hash": "c83b5fe02a2467992131a10dccebe7afaa7755aa61cc5eacf68dc4a9c72825f9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (loading regressions, tokenizer/config breakages, and model-specific bugs). I do not see any true duplicate pairs among the soft candidates, so all soft edges are rejected. The most representative issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43950 is the broadest and most core regression here: it describes a `from_pretrained()` loading bug that silently corrupts non-persistent buffers across models, with a clear repro and wide impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it targets a fundamental loading path, has a concrete failure mode, and is more generally applicable than the model-specific or documentation-style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related regressions, but one is an import error for a missing helper and the other is a meta-device model-loading failure; different code paths and symptoms." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different problems: one is a dtype mismatch in bfloat16 inference, the other is tokenizer/save_pretrained failure for a specific Wav2Vec2 model." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor/tokenizer regression versus video processor batched-shape bug; both touch multimodal processing but not the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Related to Gemma 4 multimodal/device behavior, but one is about missing `mm_token_type_ids` for text-only fine-tuning and the other is a PLE device-map mismatch in forward pass." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "One is a device placement bug during forward, the other is an API argument-handling issue in processor/tokenizer inputs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model input handling, but one is a regression around processor.tokenizer behavior and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after `sync_gpus` is unrelated to the Qwen3.5 `output_hidden_states=True` bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression versus offloading/quantization behavior; no same code path or concrete shared bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Pad-token config regression and a model-loading failure for a specific repository are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import-time `flash_attn` key error on Python 3.13 is unrelated to a backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors do not match the `return_tensors` / `text_kwargs` API regression." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug and Qwen2-57B TP OOM are different failure modes with different subsystems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/config regressions, but one is a missing pad token field and the other is a meta-device loading failure." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different models/features." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba is not the same as the DeepSpeed ZeRO-3 gradient increase issue." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocab are different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Import warning for trailing-slash local paths is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "`from_pretrained()` buffer corruption is a loader regression; CLIP text model structure inconsistency is a model API shape change." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release problems are different kinds of bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related by model family but not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Different model families and different missing attribute (`pad_token_id`) failures; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the GraniteSpeech stale CI device-override test." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading breakage and `from_config(dtype=...)` leaving stale config dtype are different loader API 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": 21, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "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:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:43388|issue:43526", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:38175|issue:45412", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:45520|issue:46170", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:43606|issue:45083", + "issue:43611|issue:46402", + "issue:44514|issue:44521", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "cbcc7d20883556a3a68f02305714ae6b07378cecc593ac68ea9083855cc14c95", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate soft edges are mostly superficial similarities across different Transformers subsystems (tokenizers, processors, model loading, training, CI, docs). I do not see any true duplicate pair here, so there is no clear canonical issue/PR for this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: tokenizer spacing after added tokens vs output embedding reinitialized after resize when `tie_word_embedding=False`." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Unrelated failures: dtype drift between train/eval vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both are import/detokenization regressions, but they concern different symbols and code paths (`Qwen2_5_VLForConditionalGeneration` import vs DeepSeek detokenization)." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different label-handling issues: BeitImageProcessorFast label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Distinct multimodal bugs: `mm_token_type_ids` defaulting to zeros vs Qwen2.5-VL temporal position IDs scaling incorrectly." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch vs video processor batched-shape bug; not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer breakages: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but one drops last-batch tuple labels in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different model/runtime problems: DAC latent reconstruction mismatch vs stale device override test in GraniteSpeech CI." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime-related, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference on B200." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: SIGLIP2 zero probabilities vs RT-DETR memory not released after deletion." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import utilities, but the missing helper (`is_torch_fx_available`) and the missing symbol (`is_falcon_mamba_ssm_available`) are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different shape/runtime failures: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they cover different API removals (`pipeline()` vs `return_all_scores`)." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different config/model-loading regressions: multimodal `from_config` not unwrapping `text_config` vs CLIP text model structure inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty transcription after `align_special_tokens`." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Distinct DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; same broad area only by coincidence." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection losses: AMP/CUDA crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Both are model/config issues, but one wrongly creates a sparse layer at zero sparse layers and the other is torch.compile+SDPA failure on Bamba-9B-v2." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/platform breakages: `flash_attn` KeyError on Python 3.13 vs Windows+ROCm torch.distributed dependency errors." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Not the same issue: missing `_flash_supports_window_size` import vs general Torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different config-state bugs: `from_config(dtype=...)` not unwrapping multimodal `text_config` vs `model.config.dtype` staying stale after construction." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different device/memory paths: CPU offload device mismatch in bark-small CI vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions: `base_model_prefix` handling in Transformers 5.0 vs Sam3Model text encoder weights not loaded in 5.10.1." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but one is batched `apply_chat_template` crashing with `padding=False` while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both touch model/tokenizer configuration, but one is sparse-layer creation in SwitchTransformers and the other is BigBirdTokenizer mask-token registration/empty decode." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different GPU issues: Bamba torch.compile with SDPA vs GraniteSpeech stale device override CI test." + } + ] + }, + "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": 21, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "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" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44448|issue:44743", + "issue:46431|issue:46566", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:26413|issue:31501", + "issue:34689|issue:35141", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "03e9d1b3a7831825d415eae9017e92809ad7d9f6c1684deaa182d67f1e109369", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained regression report; the rest share broad themes at most, but not the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression also described in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest overall issue candidate: it is a clear duplicate target, well-scoped, and representative of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer/chat templating, but the failures are different APIs and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different subsystems and bugs: SwitchTransformers config vs BEiT legacy-field loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse error and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different breakages." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype regression is unrelated to a v5 translation-support message bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast TypeError are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma fine-tuning token defaults and flash_attention sinkless-model crash are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA-vocab merge collapse and category-count ceiling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Same broad model family only; the reported bugs are not the same underlying problem." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet loading/unpacking and GraniteSpeech CI device-override flake are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are offload-related, but they involve different modules, models, and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BEiT image processor label reduction are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are different forward/load problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different components and symptoms; not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training not starting." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression with the same v5.x failure; 45478 is a near-duplicate follow-up to 45310." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to position-id key warnings." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7 Flash loading failure are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different tokenizer/runtime regressions." + }, + { + "left": "issue:44855", + "right": "issue:45072", + "accept": false, + "reason": "Python 3.13 JIT parsing issue is unrelated to bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU concern and removal of is_torch_fx_available affecting trust_remote_code are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to position-id key warnings." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call on issue:45310 / issue:45478 is grounded by the identical title and close timing, and the rest of the soft-edge rejections stay conservative. The only slightly strong phrasing is \u201cmore detailed,\u201d but it does not materially undermine the overall conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:43550|issue:45083", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43746|issue:46209", + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:41720|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "5168a0141f6bfbfd7b29068d37e0863bc3f383a860e9c8d904efd5b56c03e90c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad Transformer/model-loading vocabulary, but each pair points to a different bug, model, or code path. I found no true duplicates to consolidate.", + "confidence": 0.12, + "canonical_issue_reason": "No single issue stands out as a canonical duplicate target; the items span unrelated regressions (tokenization, flash-attention, loading, training, multimodal, and serialization) rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: even the closest-looking pairs differ in concrete failure mode and affected subsystem, so choosing one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is a chat template crash with tool calls and no content, while the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different failures in different execution paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction returning only one label." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-with-slash import warning and tensor-parallel OOM are different problems with no shared code-path evidence." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence is a model regression, while the Qwen3.5 issue is a flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation corruption in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different symptoms and causes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/IndentationError from torch.jit.script parsing is not the same as missing decorator registration in Qwen3.5 kernels." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated regressions." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are different model/script problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change during eval is unrelated to undefined video-token helper names in qwen3_omni_moe." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading bug and FP8 inference failure on B200 are distinct loading vs hardware support issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import is not the same as the transformers>=5.1.0 loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom state, but one loses custom token IDs and the other loads the wrong custom module; different artifacts and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are separate behaviors with no shared underlying bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different performance/memory issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention failure is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 CUDA OOM are distinct hardware/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer is not the same as DeepSpeed Adafactor OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v4/v5 serialization differences, but one is generation output divergence and the other is lm_head.weight serialization depending on device; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:42490|issue:43873", + "issue:45198|issue:45803", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:44871|issue:44977", + "issue:45372|issue:45406", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43381|issue:43701", + "issue:42915|issue:42994", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43421|issue:45491", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "da05ae1c09f5aac11d9d090103eb4e741c6c3723c6047c79480b17569bc91fd1", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37262, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft edges mostly connect unrelated model, tokenizer, export, and runtime bugs. I would not merge any of the proposed pairs. The clearest standalone issue in the set is the RT-DETR garbage-collection/memory leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45412 is the strongest standalone bug report here: concrete memory-leak behavior, clear impact, and multiple references. It is more representative than the other one-off, unrelated defects in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45412 has the best mix of clarity, severity, and corroboration (multiple inbound references), so it is the most suitable representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma3n export guard/erfinv support vs flash-attention sink-less crash on s_aux=None." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import error is unrelated to a flash-attention AttributeError in sink-less models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is a different bug from FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc-example/model mismatch are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2 TP loading OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale paged-generate warning are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token configuration mismatch is not the same as a flash-attention generation regression." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/load failure and the other is a missing _tokenizer AttributeError in serve." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading breakage and rope-validation list typing are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Qwen VL video-input regression are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient-checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized-model saving failure are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d placeholder is unrelated to RT-DETR garbage-collection memory leak." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different defects." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer-error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading failure is unrelated to protobuf-dependent tokenizer error handling." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad inference results and RT-DETR memory leak are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests share a theme but not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings on GPU." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + } + ] + }, + "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": 21, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:46369", + "issue:43575|issue:44387", + "issue:43526|issue:44186", + "issue:44442|issue:45072", + "issue:43824|issue:44279", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:33290|issue:34689", + "issue:45588|issue:45600", + "issue:33290|issue:35141", + "issue:43646|issue:44077", + "issue:44464|issue:45491", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:44062|issue:45907", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "a8f85c03f8b67d489364e22df4305bc18380e91dd866bbcb608bdb2d3f2e623c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly lexical similarity, not duplicate bugs. The paired issues usually share a model family or broad symptom (OOM, loading, flash-attention, quantization) but point to different code paths and fixes, so none should be merged as the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR input index error." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 OOM during tensor-parallel load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error messaging vs token embedding reinit after resize." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are different bugs in different model paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is Qwen2 tensor-parallel loading and the other is int4 quantization memory regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2 tokenizer crashes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL shape mismatch are distinct model/load problems." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image processor label handling is unrelated to LWDetr float16 AMP crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL is unrelated to sliding_window behavior on Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing decorator for rotary-pos-emb registration are different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention model support and DeepSpeed Adafactor OOM are different problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to category-cardinality runtime error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model-loading regression are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less s_aux crash and removed Sam3LiteText auto_mappings entries are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model init breakage and patchtsmixer post_init policy are not the same concrete change." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window padding are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval restriction and quantized offloading behavior are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific vision-model break and the other is base_model_prefix handling." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepseekV3MoE divergence are different issues in different areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42796|issue:45290", + "issue:46234|issue:46291", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:43575|issue:43742", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "84e960f6eb64caa82243067919090210f707cac2f4069abd8c407d4bbb1d4dc8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated model-loading/configuration regressions across different subsystems. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges. The strongest representative issue is the FSDP CPU RAM-efficient loading regression because it has broad impact and substantial discussion.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43749 is the most representative: it describes a concrete, high-impact loading regression, has strong discussion/inbound references, and is broad enough to anchor nearby loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43749 is the best overall issue candidate because it is well-scoped, clearly reproducible, and appears to affect a core loading path with notable community attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but one is about Gemma3TextConfig fields and the other about Llama4Config pad_token_id; different model families and different missing attributes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "These are separate dependency/export problems: one is torch install extras not pulling TensorFlow, the other is a missing import_utils helper for Falcon Mamba." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is a BitNet weight-loading bug during accelerate loading; the other is an AutoTokenizer failure for a specific tokenizer class. Different code paths." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated bugs in different parts of the library." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel forward regression returning hidden_states=None; the other is ModelOutput key assignment behavior. Related area, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "These affect different models and failures: patchtsmixer post_init validation vs a Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model implementation parity issue and a docs reference to removed pipelines are not the same underlying change or bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-state propagation in CLIPVisionModel and attention-kernel divergence under torch.compile are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a model-loading failure for a specific repo; the other is a backend registration error for tensorflow_text. Different root causes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are different training/runtime bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is an FSDP CPU RAM-efficient loading regression and the other is a Qwen3-VL weight-shape mismatch; not the same failure." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A shape-mismatch load error and a save_pretrained checkpoint regression are distinct model lifecycle bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config handling, but one is a simple API discrepancy while the other is about unwrapping text_config for composite multimodal configs; different models and logic." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but the missing fields problem with trust_remote_code is not the same as GPTNeoX rotary_pct reverting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "An import-time Python 3.13 parsing issue and a DeepSpeed ZeRO3 deque error do not share the same code path." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA result divergence are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and an unrecognized model config error are separate problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency under compiled forward and cache lazy-init recompilation are related to performance/runtime, but not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer/chat-template failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import-utils availability helper and a kernels v0.15 version/revision import failure are distinct dependency checks." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failing and Qwen2-57B-A14B-Instruct OOM under tensor parallelism are both runtime issues, but not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch installation are completely unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "An OOM with tensor parallel loading and a KeyError on MobileLLM-125M loading are different loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43295|issue:43825", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43452|issue:44496", + "issue:41950|issue:43475", + "issue:43540|issue:44514", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "1498e28d6cbf57c7af506f5ac87bf7785c87150bb1c77124ae4972f40745eeb4", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34766, + "estimated_input_tokens": 8692, + "estimated_eval_tokens": 17640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change; these are mostly unrelated issues that only share broad subsystem keywords. I\u2019d keep them separate and treat the video-regression issue as the clearest representative of the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a concrete v5 regression, names multiple affected models, and describes a single shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it is specific, user-impacting, and framed as a clear regression with broad impact across related model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: FlashAttention/XLM-Roberta support vs Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions around processors/pipelines, but one is a tokenizer/processor API break and the other is just an error-message mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint-key resume mismatch are unrelated code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior vs missing transformers.onnx import are unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy and image preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Eos-token config mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance and non-persistent buffer junk are different transformer-v5 issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging issue vs config API discrepancy; no shared bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is not the same as max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor resolution mismatch and SAM3 LiteText memory overflow are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX config reload/default loss are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos-token config inconsistency is unrelated to sinq quantization save/load corruption." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic data request is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug is unrelated to Windows ROCm import/dependency problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file from_pretrained handling and missing model_type config are different loading failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and missing fpn_position_embeddings are distinct SAM3/video bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template padding crash are separate code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 and FlashAttention failure in Ministral-3 are not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is not the same as Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization are different training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43525|issue:43531", + "issue:44617|issue:45584", + "issue:44792|issue:45600", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:45381|issue:46369", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "f5e342db6e3258442c8e5f22d7d37ad78bb2f6139bfddbbd9b4bdb2f7346fd47", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely heterogeneous across unrelated models, configs, generation paths, docs, and tooling. The only plausible duplicate-like pair is the chunked-prefill/cache initialization regression.", + "confidence": 0.57, + "canonical_issue_reason": "issue:46421 is the best root-cause-oriented anchor for the chunked-prefill cache regression; it describes the underlying cache initialization problem more directly than the symptom-focused report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the strongest global issue candidate because it is recent, active, and framed at the mechanism level rather than as a narrow downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/generation behavior, but one is about missing cache in chunked prefill and the other is a Qwen3-5 recurrent-state reset bug; different code paths and models." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different problems: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a Beit semantic-segmentation legacy-field load failure; the other is save/load of custom modules. Related theme, but not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id attribute in Llama4Config is unrelated to a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and empty-transcription failure in Whisper are unrelated symptoms and subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs removed Sam3LiteText config references; not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/config persistence problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading script issue is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Output embedding reinitialization on resize and trailing-slash import warnings are different loading behaviors." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video-position bug and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both describe the same chunked-prefill cache initialization regression in generation; one is a symptom-focused report, the other the likely root-cause framing." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states loss and MoE load-balancing loss omission are different model-output bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a SigLIP2 pipeline output regression are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoXConfig reload behavior are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count runtime limit are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "A pipeline top_k output-shape change is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but they involve different models and different failure modes; not a shared underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compile and a stale warning about num_return_sequences are different generation issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to a local dataset loading script problem." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility regression and Python 3.13 torch.jit import parsing failure are different compatibility issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated config-validation problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43673 \u2194 issue:46421, is plausibly the same chunked-prefill cache problem from two framings, and the rest are reasonably rejected as cross-model or cross-subsystem mismatches. The summary also matches the overall heterogeneity of the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:44246|issue:45003", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44683|issue:45446", + "issue:41950|issue:44016", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:45632|issue:46421" + ], + "prepared_review_unit_hash": "3e5535fee804d6cdaf6685e9b7463f550379ad40e51e0d3c4202d18e2eaa8930", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad transformers themes, but they do not look like the same underlying bug or change. I would not consolidate any pair as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has multiple inbound references, and describes a concrete multimodal bug. Still, it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/Qwen3.5 save behavior, but one is LoRA merge/tied embeddings collapse and the other is incorrect visual encoder keys in save_pretrained; different code paths and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a local dataset-loading failure in an image classification script." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is assistant_mask generation and the other is vision_position_ids for video input; not the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech test setup is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers on v5+, but one is a generic tokenizer regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to /v1/responses KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output bug is unrelated to loading a local dataset in a different training script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to Gemma4 embedding resizing not propagating to output/embed weights." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU placement bug and Fuyu's bare except swallowing errors are different failures in different modules." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API behaviors." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are separate packaging/import problems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings and Whisper empty-transcription handling are unrelated model-specific bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache-path collisions and a missing import_utils availability helper are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs AutoImageProcessor; not the same symbol or failure path." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "A model-specific image-processor import error is unrelated to missing layer_type_validation in configuration_utils." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion with JSON-loaded lists are separate config-validation bugs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access are related to import mechanics broadly, but not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality RuntimeError and Whisper empty transcription are unrelated runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' and a vague dependency issue are not the same underlying problem." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and unrecognized model_type are distinct config-loading failures." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4-multimodal load failure and stale Sam3LiteText mappings are different model/config breakages." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Phi-4 multimodal load failure are different models and likely different bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-test failure is unrelated to model loading problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and an incorrect version check for AuxRequest import are related to flex_attention, but not the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression affect different models and different persistence paths." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crash is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Trust-remote-code cache collisions and chunked-prefill cache lazy initialization are both cache-related but not the same 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": 21, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:46123|issue:46369", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "58ed34a34b326d6a02ce467802c1c73913b3b20d650222b75553bc00fae31a68", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37233, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate or mergeable PR-equivalent; the overlaps are mostly broad subsystem similarity (Qwen, cache, FlashAttention, configs) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "If forced to anchor a cluster, issue:35141 is the most specific and reproducible report, with a clear root cause around `post_init` reinitializing the output embedding after `resize_token_embeddings` when `tie_word_embedding` is false.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 has the strongest signal-to-noise ratio: precise failure mode, narrow code path, and a plausible fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is a different bug from embedding reinitialization after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered `position_ids` buffer is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Missing cache in chunked prefill and `max_cache_length` only applying to quantized cache are different cache bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder title about data is not the same issue as `_torch_extract_fbank_features()` failure." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and fields; one is default initialization from `None`, the other is a dropped field under `@strict`." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "`_gpu_broadcast_one` rejecting `NoneType` is a distributed-training bug, not embedding resize reinit." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "MoE `sliding_window` handling and stale `auto_mappings.py` references are different problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A feature-length helper bug in qwen3_omni_moe is not the same as CPU/CUDA result mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility and model-loading failure do not share the same concrete code path." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder embedding resize propagation are different behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and incorrect torchvision requirement in PIL processors are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for `return_all_scores`." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and loading Ministral-3 with FlashAttention are different operations and failures." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is model-loading in v5 RC and the other is an `s_aux=None` crash; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache/pre-fill behavior and ANSI codes in loading reports are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline option is not the same as model auto-loading failure." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure does not match cache-length configuration handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and dependency issue are different classes of problem." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped results in the final partial batch and memory overflow are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and `from_config` not unwrapping `text_config` are distinct loader-path issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a load regression for Qwen3VL MoE, the other a save_pretrained regression for Qwen3.5." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as explicit torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize propagation and empty-transcription generation after token alignment are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Ignored SGD args and a warning about `tie_word_embeddings` are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing to do with the unrelated placeholder title." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head-dim validation and Qwen3.5 kernel registration crash are different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and an unreleased PEFT version bump are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:43653|issue:45593", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "e8e5e1533ad9b08dac67ccc2548ab5d61ad049fb2e92b60a3db811157e3ac135", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35647, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers issue reports (tokenizers, multimodal processors, configs, serialization, CI, and version regressions). None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45812 is the clearest high-signal standalone report: a broad silent v4\u2192v5 tokenizer regression with concrete impact across all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest combination of specificity, impact, and generality to serve as a representative issue for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve save/load or dtype-related behavior, but they affect different model families and different failure modes (Blip2 dtype mismatch vs Qwen3.5 checkpoint serialization)." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression. Same area, different underlying problem." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and a mistral_common import breakage are unrelated code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is a specific symbol issue, while the other is a broad upgrade-related import breakage; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer API regression and DeepSeek tokenization incorrectness are separate failures in different paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale return_all_scores wording are different documentation problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure and Qwen3.5 save_pretrained key corruption are different stages and different concrete bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 inference and a Sam3Video CUDA OOM are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are completely separate." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma4 text-only mm_token_type_ids defaults are different model behavior issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and an unreleased PEFT version bump are unrelated release/dependency problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different tokenizer code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dimension validation and stale config.dtype after from_config are different configuration semantics." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are different model-specific loading failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default sub-config initialization and Llama4Config missing pad_token_id are separate config bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are unrelated multimodal behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Device-dependent lm_head serialization and Gemma4 resize_token_embeddings propagation are distinct model serialization/shape issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected argument handling are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index errors are separate model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated utility bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization lifecycle problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43901|issue:44246", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397" + ], + "prepared_review_unit_hash": "e6bf04695a6be3850ada9523cdb692f634166c95854f93093412aff8ac07ac22", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36546, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster: the pairs mostly share broad subsystems or version/regression language, but they describe different bugs, models, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the set; the items are heterogeneous and do not collapse to one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45656 is the most concrete current bug in the set and the clearest candidate for a representative active report, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizer behavior, but one is an OOM with Adafactor and the other is a double-step bug; different symptoms and likely different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task failures and D-FINE auxiliary-loss behavior are unrelated model/task bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-ish issues, but one is stale auto_mappings config references and the other is leftover dummy classes; different fixes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend installation issue vs torch/transformers version incompatibility; different environments and failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow from pip install .[torch] is unrelated to Python 3.9 support in Transformers 5.1.0." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are entirely different problem types." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression affect different models and code paths." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A docs mismatch for return_all_scores is not the same as incorrect Siglip2 inference outputs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but Ministral FlashAttention failure and compiled flex_attention failure on newer torch are distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing generation cache in chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions in different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-loading reports." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency validation and Qwen3.5 rotary-pos-emb registration are different kernel-related failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and intermittent import slowness are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Python version support incompatibility are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is Llama4Config-specific and the other is trust_remote_code AutoConfig behavior; not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are separate runtime errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined TensorFlow backend error are different import-time issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config saved with the wrong class and gemma-4 zero3 from_pretrained are different serialization/loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdowns and unrecognized model config loading are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crashing on future annotations and missing decorator registration for rotary-pos-emb are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning for num_return_sequences are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern a missing loss under a flag, but they involve different models and objectives, so they are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "LoRA compatibility across hf4.x/main and Qwen3VL MoE loading on v5 are different version/model-loading regressions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained are distinct 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": 21, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:44734|issue:46424", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:45003|issue:45561", + "issue:45859|issue:46399", + "issue:43475|issue:46369", + "issue:43901|issue:45003", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43257|issue:45137", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "eca71f0e8facb1dd84f498ca04cee033702b9482ff1571f9be1655c3d0ec2d51", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific runtime bugs, config/schema issues, cache behavior, and performance reports. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue representative; the cluster is too diverse to collapse around one root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different Qwen problems: sliding-window behavior vs chat crash." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated bugs: Beit fast processor label reduction vs sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipelines/features: video-classification processor lookup vs fbank feature extraction." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export issue." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different model/runtime paths: torch.compile+SDPA vs CPU/CUDA output mismatch." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache max length behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash is not the same as cache max_cache_length handling." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes are unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen import error and DeepSpeed/BertModel zero3 index error are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug is unrelated to xdist captured_info.txt race." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output attribute error and SAM3-litetext memory overflow are different failures." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss handling is unrelated to LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position-ids buffer error and Chinese report of tokenizer slowdown are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed issues: Qwen3 MoE weight conversion vs deque underflow in ZeRO3." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to removed is_torch_fx_available compatibility." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are different loading-path problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron FA2 unsupported error is not the same as the generic Flash Attention 2 topic." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate and import latency are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-handling issues, but one drops a field and the other fails to unwrap text_config." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite_speech strict-loading failure and missing deepstack_visual_indexes are different config-schema problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "trust_remote_code breakage from API removal is unrelated to Qwen3.5 rotary registration 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": 21, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:43906|issue:46202", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44483|issue:46202", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44749|issue:45310", + "issue:44623|issue:45656" + ], + "prepared_review_unit_hash": "02765609dac9fb36f369e74921285a4461ae7b660638ffe3b70cd3734bdf0c7c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated tokenizer, generation, config, model-loading, and distributed/runtime bugs. No soft edge should be merged. If a representative is forced, issue 43646 is the broadest umbrella, but it still does not cover the rest.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous and the pairs are only loosely similar at a subsystem level.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 43646 is the broadest general regression report, but it is not a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO3 deque IndexError vs stale Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a transformers>=5.1.0 model-loading failure; the other is tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they hit different model families and different code paths (SAM3 attribute error vs Qwen3OmniMoe video ValueError)." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and a Windows ROCm torch.distributed import issue are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache/indexer state on second forward is unrelated to mm_token_type_ids default handling." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different concerns: Qwen3-Next tied-weights warning vs patchtsmixer forbidding optional post_init." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and DeepSpeed double optimizer.step are different distributed-training problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE is unrelated to missing chat template in processor.apply_chat_template." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Cache/indexer staleness is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are different bug reports." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warnings are different loading issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline tokenizer roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different API issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import problem." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention performance/compile behavior, but one is kernel divergence and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a broad slowdown after upgrade are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A generic Transformers 5.0.0 custom-init regression does not duplicate the ESM2-specific breakage." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Upgrade slowdown and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to the DeepSpeed double-step optimizer issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "fd4ec3cc96f35af14eb45a71c652f0bc093014675ce612856b1a0adc116e5abf", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate issue pair and several loosely related transformer/model-loading bugs that should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42673 is the clearest canonical anchor: it has an exact duplicate in issue:43704 and a fuller discussion, while most other items are unrelated or only broadly similar.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best single issue to keep as representative because it is a concrete, well-scoped bug report with an exact duplicate and stronger signal than the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model I/O, but one is quantized saving and the other is a Qwen2.5-GGUF load failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoding regressions, but they affect different code paths and models." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on SAM 3 video output is unrelated to trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings are unrelated to remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and a Sentence Transformers loading stall are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying API exposure issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: missing SAM 3 field vs wrong qwen2.5-vl video position ids." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one reports from_pretrained failure and the other a missing vision config field." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import NameError and a Qwen3.5 kernel registration crash are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue and mistral_common continue_final_message bug are different tokenizer problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is not the same as Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync issue and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect outputs under pipeline parallelism are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different API regressions." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is not the same as Qwen3_5 image-induced infinite loop." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained error are adjacent but not clearly the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and failure surfaces: Qwen3-VL-Moe bug vs Qwen3.5 MoE load error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors, but for different missing symbols and different regressions." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained failure are different problems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO3 deque errors." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TF backend packaging issue is unrelated to missing image_utils exports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is supported by the identical title and higher discussion activity on 42673, and the other soft-edge rejections avoid overclaiming shared cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:45405|issue:45712", + "issue:30333|issue:34689", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "593701627c610e8bb98df941ba1210286a5fd81c662eeac9d326dc52e1ce073a", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are unrelated bugs/regressions across different models, configs, tests, and docs. A small subset concerns tokenizer/v5 behavior, but none of the soft pairs look like the same underlying issue or a mergeable PR duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the set spans many unrelated subsystems, so it cannot be deduped to one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:42898 is the closest theme anchor because several other items are tokenizer/v5 regressions, but it still does not represent the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading vs pytest-xdist file-race in tests; unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging extras backend omission vs leftover dummy classes cleanup; different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy BEiT preset loading vs test utility race on captured_info.txt; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race vs stale auto_mappings references; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support bug vs missing import from image_utils; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure vs deepspeed Adafactor OOM; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; not the same issue." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug vs pipeline final partial-batch handling; distinct failures." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens BOS/EOS handling; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config None default initialization vs Whisper word-timestamp decode crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model loading vs Gemma4 mm_token_type_ids defaulting; different issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default construction vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs InternVL2 meta-init incompatibility; distinct multimodal loading bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and code paths; not the same underlying fix." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docs parameter-name mismatch; not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs add_special_tokens behavior change; related domain, but different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regression themes, but clean_up_tokenization_spaces and DeepSeek codec behavior are different failure modes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs auto_docstring future-annotations crash; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args ignored vs documentation parameter naming; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization, but one is space-cleanup behavior and the other is Kimi-K2.5 codec handling; distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error vs deepspeed double optimizer step; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression vs processor.tokenizer/image-passing regression; same broad version area, different code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs MLflow reporting failure; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue vs dummy class cleanup; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting vs Llama 3.2 vision model loading regression; different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family but not the same fix." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs dummy PT objects cleanup; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch on save_pretrained; different components." + } + ] + }, + "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": 21, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:22355|issue:28282", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:46209|issue:46431", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "ca097c9ae9056261f27dec86428bd560c28694a7793abd80e6e11e1993abec41", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a heterogeneous grab-bag of unrelated Transformers bugs/regressions; none of the soft pairs look like true duplicates or the same underlying fix. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46305 is an active open report with strong discussion/inbound references and a crisp, reproducible bug description; among this mixed set it is the best anchor, though the cluster is not actually a duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46305 has the clearest current bug report and the strongest signal as an open, actively referenced issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems: MLflow job status reporting vs a Trainer signature regression." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: MLflow reporting vs embedding reinit after resize." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed double optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug vs non-persistent buffer serialization bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import errors with different causes: missing transformers.onnx vs missing PyTorch." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output regression vs AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model save behavior and the other is processor file emission." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer loading errors are different tokenizer bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import failures from different packages and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming sliding-window off-by-one are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class save metadata bug is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation, but they are different constraints and failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to streaming mask window sizing." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are distinct issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split-return bug is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is not the same as max_shard_size documentation/behavior question." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and GLM-5 RoPE implementation issue are not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Different generation/cache bugs: sync_gpus kwargs update vs max_cache_length honoring." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and chunked-prefill recompilation are different cache problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading issue is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component family, but split return values vs missing ReLU are separate DSA-indexer defects." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to meta-init checkpoint incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys are different Qwen3.5/InternVL 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": 21, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "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:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45278", + "issue:45310", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:22355|issue:27957", + "issue:43408|issue:46402", + "issue:42757|issue:45278", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:44188|issue:44373", + "issue:42371|issue:44263", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "1fb361f47105c261bd86ab5cc9c02c393d7138695b317b7bba0d58f3a325707b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "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 links mostly reflect superficial similarity in wording (tokenizers, imports, version regressions, model-specific bugs) rather than the same underlying defect. I would not merge any of the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs and regressions across imports, tokenizers, quantization, configs, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest representative because it is a concrete tokenizer-regression report with cross-version impact and sits closest to several other tokenizer-related reports, though it is not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different failures: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer junk in v5 vs an off-by-one streaming mask window." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization/save-load issues, but they involve different quantization stacks and different concrete failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency complaint vs a SequenceFeatureExtractor.pad performance regression; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model/problem: FineGrainedFP8 accuracy drift vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Code bug in GlmMoeDsaIndexer vs a docstring issue; not a duplicate." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs on checkout/init." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API rejection vs a Gemma4Processor attribute crash in serve; distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; same broad theme but not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific regressions: FP8 accuracy issue vs Qwen3-VL-Moe behavior." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs affecting unrelated fields/models." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different symptoms: wrong model-type warning vs text encoder weights not loading." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Generic import failures after upgrade are too broad; these are not the same concrete missing-symbol bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error vs tokenizer spacing behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different defects: FP8 accuracy issue vs an image-triggered infinite loop." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is offset mapping and the other is special-token insertion on a different model." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug vs wrong tokenizer decoder type in v5; different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Fine-tuning warning about tie_word_embeddings vs a streaming sliding-window off-by-one." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different model-specific issues: Flash Attention 2 support vs Sentence-Transformers loading hang." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (BPE markers vs version-to-version tokenization change)." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 problems: warning/model-type mismatch vs memory overflow." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Transformers env CLI breakage vs sentence-transformers import NameError; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Attention-related, but one is a Bamba torch.compile/SDPA failure and the other is API behavior of registered attention functions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both involve initialization, but one is junk non-persistent buffers and the other is NaNs in classification heads." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different areas entirely: torch.compile attention-kernel divergence vs a docstring correction." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance vs a torch.split return-value issue; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug in MLA q_a_layernorm vs a docstring issue; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "a915efb201758ba6f8b4ab628f0df08e1a7da37f0c60da38f5ba14cb7ef20446", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36373, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports with some superficial textual similarity around tokenizers, imports, and model-family regressions. I found no soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44038 is the most central anchor in this set because it has the strongest connectivity to other candidates, but it still represents a distinct Qwen3-VL-Moe regression rather than a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the best single issue to represent the cluster only as a bookkeeping anchor; it is the most connected item, though the surrounding pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained-related code paths, but one is a tokenizer mapping fallback bug and the other is an AutoProcessor kwargs plumbing issue; different failure modes and fixes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel generation output are unrelated bugs affecting different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered position_ids buffer, the other about tokenizer_config.json writing the wrong tokenizer_class; no shared bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hangs for Sentence Transformers and a MacOS bus error on a CLIP model are different runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "These are separate model-specific regressions: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and a broad set of import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The first is a NameError during sentence-transformers import; the second is a CI break from removed Sam3LiteText config references." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenization and failure to load a specific tokenizer/model are distinct tokenizer issues with different symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is not the same problem as incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models is unrelated to loading a Phi-4 multimodal model." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are different API bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A discussion about the DSA indexer and GLM-5 RoPE implementation are not the same bug or change." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are separate tokenizer/template behaviors." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions and zero assistant masks for multimodal inputs are different issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version regression while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are different model/config problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading/compatibility issues and tokenizer save_pretrained metadata mismatch are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning and a missing fpn_position_embeddings attribute are separate SAM 3 Video problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failures and gguf_file breakage in AutoTokenizer/AutoModel loading do not describe the same code-path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "One concerns Qwen3-VL-Moe loading behavior; the other is about accessing a registered position_ids buffer." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/load regressions and FP8 save_pretrained behavior are different issues despite both mentioning MoE." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are unrelated import errors." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error; same model family, but not the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models and code paths; not a duplicate." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode in huggingface_hub and missing HybridCache in transformers are separate import problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and a multi-label classification example script issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change between train and evaluate and incorrect pipeline-parallel outputs are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend support in an install extra is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue 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": 21, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43992|issue:44704", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:44466|issue:46002", + "issue:43673|issue:46328" + ], + "prepared_review_unit_hash": "23fbb76892eba06c4507d1be33cb6b8e7683736a6297e1becbd05062d9e0b076", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36795, + "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 unrelated regression reports across tokenizers, model-specific failures, training, docs, and config validation. I found no soft pair that clearly describes the same underlying bug/change closely enough to merge; all candidate duplicate links are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it describes post-v5 import breakages, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful umbrella report among otherwise unrelated issues, though it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a SigLIP2 implementation discrepancy and the other is an image-triggered infinite loop; different failure modes and code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade report, while 38617 is one specific missing import symbol; not clearly the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is invalid GenerationConfig handling, the other is a RoPE implementation discussion; unrelated model behavior." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM threading is unrelated to BF16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is decoder type selection and the other is Deepseek tokenization output regression; too different to treat as one bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during load and AutoProcessor kwargs not reaching cached_file are separate loading paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same problem." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen MoE models, but they affect different models and surfaces (FlashAttention vs from_pretrained); no clear shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support breakage and an AuxRequest version check bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train() do not point to the same defect." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different directions and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label behavior and pipeline() error-message wording are distinct issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak and Ministral tokenizer BPE marker handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both concern tokenizers, but one is generic loading regression and the other is Qwen3 offset_mapping mismatch; insufficient evidence of one root cause." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention and causal masks built despite bidirectional mode are different attention bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling during from_pretrained and flash_attention.py crashing on s_aux=None are different null-handling issues in different modules." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough to merge as one defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a loading bug, while 5.4.0 PretrainedConfig type checking is a separate API validation issue." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The Qwen3ForCausalLM VRAM leak is unrelated to a reproduction of issue 38071." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights and NaNs in classification heads are unrelated model-state bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad performance behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:42175|issue:42222" + ], + "prepared_review_unit_hash": "de1b7f38873e003a8056e998a6911214c61fd60d67484f5a43eac684c5114434", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports with similar wording (imports, tokenizers, configs, Qwen models, testing utils). The only clear near-duplicate signal is the repeated Qwen3.5 MoE from_pretrained report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the repeated Qwen3.5 MoE from_pretrained failure; issue:45478 reads like a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative because it has the clearest duplicate pairing and a concrete model-loading failure with a likely single root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different bugs: batched video processor output shape vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is flash-attention behavior for Qwen3.5; not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs a PyTorch version check for flex_attention import." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Different areas: testing_utils bug vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is training degeneration with FA3 and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Related file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config, but one is PretrainedConfig type checking and the other is stale config.dtype after from_config()." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: wrong model-type warning for sam3_tracker vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated subsystems: vitpose model breakage vs BACKENDS_MAPPING missing tensorflow_text." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different bugs: tokenization changed across versions vs a noisy logging message." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: failure to run a script vs a testing_utils bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different issues: TF32 behavior warning vs MLA layernorm precision/config problem." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different topics: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different scope: strict config loading vs a documentation parameter-name mismatch." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Different bugs: trailing-slash local model import warning vs VRAM leak in multi-threaded Qwen3ForCausalLM use." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime areas: tokenizer offset mapping vs FP8 inference on B200." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: missing configuration_utils import vs _torch_extract_fbank_features() bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "One is invalid GenerationConfig; the other is unrecognized model/config loading." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad post-upgrade import regression, but the former is a specific missing image_utils import; not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Different problems: TF32 control API messaging vs FineGrainedFP8 accuracy loss." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different defects despite same model family: missing projections in Qwen3Next vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: unused SGD args vs deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: vitpose model breakage vs undefined tf backend when only tensorboard is installed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong decoder type in v5 and the other is a tokenization change across versions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different dependency/backend issue vs vitpose model breakage; 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": 21, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43673|issue:46123", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "caf41ea48845e7f6aca82bacd93cd84214be64a9bf8de24d230fe4611ee96e8e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37394, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only superficially similar; they mostly span unrelated import errors, model-specific architecture bugs, and API regressions. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43097 is the best representative of the cluster because it describes a broad v5 regression with multiple downstream references, whereas most others are narrower model- or module-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest global representative: it is a concrete, widely impactful API regression report and has more evidence of reuse/impact than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: 43097 is about removal of tie_embeddings_and_encoder_decoder, while 44493 is about unexpected position id keys during model loading." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated model bugs: missing get_number_of_image_patches vs MLA q_a_layernorm rms_norm_eps precision mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM-family internals, but one is torch.split return values and the other is RoPE implementation; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different precision problems: bfloat16 compile warning versus Blip2 dtype fields staying float32." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to a small testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are API/type issues, but one is an import error for AutoImageProcessor and the other is broken PretrainedConfig type checking." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression and undefined tf backend error are different subsystems and root causes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn_qkv/attn_gate projections in qwen3next." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronHForCausalLM lacking support; different model implementations." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection is not the same as streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both touch GLM/DeepSeek-related math, but one is torch.split handling and the other is a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission and deepseek-v4 comb.to(dtype).transpose(...) are different implementation issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure is model-specific and separate from flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a loading shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal regression versus gguf_file breaking tokenizer/model loading; different failure modes and code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is unrelated to a minor testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the testing_utils issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different missing/incorrect methods: image patch counting versus torch.split return handling." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent image_utils import and documentation mismatch in set_training() are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite loop on a specific image and sam3-litetext memory overflow are separate model/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision discrepancy from missing rms_norm_eps is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different from-pretrained issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision causes processor loading crash; max_shard_size being 50GB is a separate save_pretrained design question." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors with different missing symbols and modules: layer_type_validation vs is_offline_mode." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as deepseek-v4 comb transpose/dtype bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "v5 API removal and flash_attention.py crashing on s_aux=None are different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal regression is unrelated to quantized model save/load breakage with sinq." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is not the same as a config field being silently dropped by @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3 model families, but one is a broader transformers 5.0 bug and the other is a specific missing-projection issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing layer_type_validation versus missing HybridCache." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:45712|issue:46298", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683" + ], + "prepared_review_unit_hash": "034b16d65deeb294caa193122c0b1a7c6e193697466307a95d161c44c03733bc", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous set of Transformers bug reports and noise, not a real duplicate cluster. The soft-similarity pairs are mostly superficial (shared keywords like loading, saving, warnings, or attention) but describe different code paths and failure modes, so none should be merged. No PRs were provided.", + "confidence": 0.78, + "canonical_issue_reason": "No issue is a clear duplicate hub here; the set spans unrelated areas. If one must be selected as representative, issue 43873 is the broadest active bug report with the most discussion/inbound refs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative by activity and breadth, but it is still only a stand-in for a mostly unrelated collection of issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different loading bugs: local_files_only network leakage vs missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken special kwarg is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation/removal is unrelated to offloading failures under quantization." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() state bug is unrelated to importing Trainer breaking because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different code path from cache lazy initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Runtime video-model import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs under 7B are unrelated to Bamba SDPA torch.compile failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bf16 compilation is not the same as an actual SDPA compile failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight on load is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure is unrelated to Qwen3_5 infinite-loop generation." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "v5 translation-task messaging is unrelated to Pipeline save_pretrained behavior." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they stem from different models and different config issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes failing checks are unrelated to noisy logging." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config flag is unrelated to a logging-only complaint." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is Nemotron FlashAttention2 support and the other is GPT2 attention scaling under backends." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support is unrelated to Python version compatibility." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend attention scaling is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import dependency issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are different directions and likely different underlying bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to zero-loss classification degeneracy." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption in Trainer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend installation metadata problem is unrelated to importing Trainer breaking because of datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to bf16 compile precision warnings." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as a torch>=2.9 flex_attention 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": 21, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "faa375aa66e791baeb641a8327290910923008164a48c6f6ce4dff501215737b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers issues with only superficial overlap (imports, save/load, model-family regressions). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the general upgrade/import regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue here: it captures the broad post-upgrade import breakage pattern that several other reports superficially resemble, even though most are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative cluster anchor because it is broad and central to the shared theme of v5 import regressions; the others are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "One is a missing internal import, the other is unwanted network access with local_files_only; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failures: chat completions request handling vs processor batching with padding=False." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from stale auto_mappings references is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module mismatch and a DeepSeek tensor transpose bug are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention-related behavior, but the concrete regressions differ: missing attentions output vs ignored GPT-2 scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is fp8 support/inference functionality." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP output regressions, but they concern different returned fields and are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures with no clear shared broken code path." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save flows." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request/templating bugs; only broad API surface overlap." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but for different configs/outputs and different model families." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "One concerns tokenization_spaces behavior changes, the other tokenizer decoder type; different regressions." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug is unrelated to importing Trainer and datasets dependency issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different models and different implementation problems." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resizing and Gemma4 bidirectional attention are separate features with separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; the shared symptom is too generic." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attn support for Nemotron and GLM-5 generation config validity are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization/loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mention return_all_scores vs pipeline save_pretrained are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs; same broad area only." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4 config-related, but one is attention masking and the other is head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing attribute errors in different configs; no shared defect." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing attentions in CLIP output and incorrect Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation problems, but they affect different fields and models." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5-related loading, but one misses embed token weights and the other errors in from_pretrained; not clearly the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Noisy cache logging and broad import errors are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed trainer state mismatch and a cache-strategy typo are completely different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "f343f0ae4dca14071503cc05adedfabde40222504b6c5292e2998144c33a3652", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions (imports, tokenizer/model loading, tensor-parallelism, config mismatches, test failures, performance issues). None of the soft pairs look like the same underlying bug/change, so there is no strong duplicate merge candidate.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct subsystems and failure modes. If a representative issue is needed, issue:43502 is the clearest standalone regression report with a concrete symptom and expected behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue: it is user-facing, specific, and has a clear repro/expected behavior, unlike several broader or more ambiguous reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different problems: optimizer arguments not being used vs Trainer import breaking due to datasets interaction." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/runtime errors, but the causes differ: compiled Python file handling vs a Python 3.13 @torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Unrelated model-loading/state_dict sorting issue vs a missing Qwen3.5 vision config field dropped by strict config handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same bug as PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model/pipeline symptoms and likely different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a config attribute bug; the other is an FSDP2/PEFT optimizer state placement bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Separate test failures: missing set_seed in SamHQ integration tests vs xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration bug vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import speed, but one is a concrete import-* cleanup regression and the other is a vague intermittent import slowdown report." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict loading error vs incorrect visual encoder keys on save_pretrained; different lifecycle stages and symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM when loading a specific large model with tp are not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes, both only broadly from_pretrained-related." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to Python version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing AutoModel import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP-related code, but one is about attentions output and the other about class structure consistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes; no shared code-path evidence." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to AddedToken keyword argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness vs loading a specific Phi-4 multimodal model are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with no shared root cause." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seed flake vs auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory regression and checkpoint reload incompatibility after upgrading versions are distinct bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to checkpoint reload failures after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3_5Moe are different subsystems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration does not match a dummy Conv2d implementation issue in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python import errors and slow filtering after upgrading to 5.3 are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Importing PreTrainedModel failing vs HybridCache import failure are distinct import/export 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": 21, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "40306da8b366d15d7676f6f07b827a0394c0c317303168ed21cdb2d9b012e5db", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36686, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate. The items are mostly unrelated bugs, docs issues, import errors, and model/version-specific regressions, so there is no clear canonical issue for the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical issue: the candidates span unrelated topics and failure modes, so no single issue covers the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the set is heterogeneous rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different problems: MLflow reporting on failed training jobs vs tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a missing vision config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about decorating cache update with no_grad and the other about sync_gpus/_update_model_kwargs ordering." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is unwanted API requests with local_files_only=True; the other is FP8 save_pretrained for moe models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8-related but not the same bug: accuracy issue vs missing image-processor method causing an AttributeError." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers load hang is unrelated to confusing forward-argument documentation." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network/file access bug vs an unrelated placeholder issue title." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different models/checkpoints and likely different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-status reporting bug vs tensor parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are a different failure mode from PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file import/runtime errors vs saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different loaders and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs broken transformers env command in v5." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "v5 env command breakage is not the same as PretrainedConfig type-checking issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs missing Qwen2.5-VL export/import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about model.forward arguments vs an actual ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 is different from Python 3.14 load failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs a docs mismatch for TextClassificationPipeline." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention implementation not using the interface; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/Qwen-related, but one is save_pretrained moe and the other is inference support." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init issue is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a typo in cache strategies." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files vs a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs tensorboard/TensorFlow backend initialization 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": 21, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908" + ], + "prepared_review_unit_hash": "77ffe0e972addeb73704df9bd45e3878940dff1af86c0c5706d92397979f18ca", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific bugs, and import/lazy-loading complaints. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the suggested pairs.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, broad, and matches the recurring theme of v5 upgrade/import breakage better than the more vague or highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global issue candidate because it describes a broad, user-facing regression after upgrading to v5.5.0 and can plausibly subsume several related import-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: one is a Qwen3-VL-Moe bug report, the other is missing tensor-parallel planning for Qwen3.5 MoE." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated: Qwen3-VL 2D box hallucination/error vs a generic PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is a vague lazy-loading failure and the other is a specific sys.modules access issue; not clearly the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different model symptoms: 2D bounding-box output issue vs an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Different surface area: broken `transformers env` command vs checkpoint reload compatibility after upgrading." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific missing `pad_token_id` attribute on Llama4Config; the other is a vague broad complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different issues: import-star performance regression vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but one is general checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different topics: FP8 support for Qwen3-VL/Qwen3.5 MoE vs a weight-conversion-script question for DeepSeekV4." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig missing `pad_token_idx` vs a broad statement that v5 breaks too many models." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Related only at a very high level; one is a concrete import-error report, the other is a generic broad complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings guidance is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is import-time slowdown from `import *` and the other is a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated: flaky SamHQ integration tests vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/config warnings vs Liger Kernel not being applied under `model_init`." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support gap for Nemotron vs Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI vs scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading performance, but one is intermittent slow import and the other is lazy loading not working properly; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure vs Qwen3-VL 2D box output issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-check regression are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs bug; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific `position_ids` buffer read error vs a placeholder generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save/pretrained class mismatch vs a generic bug report; no duplicate signal." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: performance regression from imports vs missing `HybridCache` symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` conversion overhead." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version support regression is not the same as a generic v5 breaks-many-models complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is different from Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility issue vs module import failure; different underlying problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer `post_init` policy issue is unrelated to `_get_tied_weight_keys` crashing on list input." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied under `model_init` is a different problem from Flash Attention 3 causing degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading behavior are not the same code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight key crash are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not duplicate-quality evidence." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and inability to import Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect Qwen3VL timestamp calculation vs GLM-5 RoPE implementation discussion; different model/code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp bug is unrelated to inverse_sqrt scheduler kwargs." + } + ] + }, + "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": 21, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue: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:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "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:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a95f47a4c35cd8e1296210401f9657a40d10bd5a1a78f30324e3df0e8a466fac", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39713, + "estimated_input_tokens": 9929, + "estimated_eval_tokens": 20114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5 / model-loading / tokenizer regression reports, but the soft pairs mostly point to different concrete bugs rather than true duplicates. I found no PRs, and no soft edge is strong enough to merge as the same underlying change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many models breaking after v5.0. It\u2019s vague, but it best represents the repeated regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most globally representative issue for this set because it captures the recurring \u201cv5 breaks many models\u201d pattern across the cluster, even though it is not very specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different problems: import-star scan/perf issue vs VRAM leak in Qwen3ForCausalLM multi-threaded loading." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4-related, but one is gating logic and the other is a tensor conversion/transpose bug; not the same code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs a concrete model-loading regression for Llama 3.2 vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness is unrelated to forward-API documentation confusion." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation question." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5-breakage complaint vs a specific import failure for Qwen3_5ForCausalLM; not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests vs incorrect Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math bug vs missing save_pretrained outputs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to a VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support issue vs DeepSeek-V4 weight-conversion question." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import failures, but for different modules and likely different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention unsupported warning for NemotronH vs module import failure for Qwen3_5." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-signal issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is a placeholder/off-topic issue, the other is a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crashes in different helpers: tied-weight key lookup vs chat-template tool-call handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config vs AttributeError in tied-weight key extraction." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs tied-weight key extraction crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs missing processor save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support/inference request vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading slowdown is different from a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models vs FP8 inference support request." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating bug." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint mistake vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Loss ignore_value bug vs kwargs not passed to loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs bug is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model families and unrelated defects." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "ignore_value handling vs a typo in quantization operation naming." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs bug vs ModernBERT norm_eps type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint vs typo in quantization-related text." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm design question vs ModernBERT type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former runtime bug vs ModernBERT config typing issue." + } + ] + }, + "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": 21, + "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": "adcc355aceaa06bb962484a41e8de136ba7aa700ee29bf6f1c40a03ee89d1b4c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated: truncation behavior in tokenization, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. No duplicate cluster is present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different components; no shared bug or change path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation option request vs learning-rate scheduler feature request; unrelated." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler-like functionality request is unrelated to Wav2Vec2 word boundary timing." + } + ] + }, + "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": 21, + "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": "4c6443b1e62e17a15eae7ccb7fc2ef5c629b5feab18f2a50d0f2b1f136d950c0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues describe different problems: tokenization parity, an auth/error-message problem when downloading private models, and a separate model-loading failure for bert-base-uncased. None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues target different failure modes and subsystems, so they should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest, most user-facing model-loading report, so it is the best representative issue in this cluster, but not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch versus model-loading failure are different problems and do not look like the same code-path bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a bad auth/error message for private model downloads; the other is a failure to load bert-base-uncased. Same general area, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "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": "84e302ca347416140b149dc72f9d8d468ded52181796a570de8fdf55e05ae80d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both community feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be clustered as one underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for unrelated features (Flash Attention 2 support vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster, since the items do not describe the same underlying enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested support targets and likely different code paths; they are not the same underlying feature request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "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": "436e9cbed2a9deb275d5b818c95d9034efdf1f31e934cd73fa9f4868bb2ca344", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated i18n translation requests in different languages; many are only superficially similar because they use the same or placeholder issue template. I found one strong duplicate-like pair with identical Thai titles and matching body size, but the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:27088 is the most concrete, fully specified translation request (Turkish) and is more representative than the placeholder/template-titled issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the clearest representative issue in this cluster because it has a specific language, a normal title, and active discussion; the others are either different languages or generic placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different issue topics/languages; the similarity is only the shared i18n translation template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language and no evidence they describe the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad docs-translation theme, but no sign of the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request and generic template title are not clearly the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; shared wording is too generic to merge." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation issues are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "No evidence of the same concrete translation task." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-related, but one is Romanian and the other is only a template-like placeholder." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is not the same as the placeholder-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Shared template language is not enough to treat them as duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles/content; no concrete indication they are the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles/content; too little evidence for a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Identical placeholder title, but no body detail proving the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same generic template title alone is not enough to merge." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder title, but insufficient evidence that these are the same submission." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No meaningful overlap beyond both being issues." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No meaningful overlap beyond both being issues." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and identical body length strongly suggest the same underlying issue/duplicate submission." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the listed issues are translation requests or template-like placeholders, and the one accepted duplicate pair (issue:46222 / issue:46226) is supported by identical titles and identical body length. The remaining rejections are conservative given the lack of body-text evidence beyond shared templates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "5bb4488ac470a00f85a1a4367eae1c399abfd6c5aab10d6310ae358cd5ca3222", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a broad set of model-addition/support requests across unrelated architectures and modalities. The soft-similarity links are too generic to indicate duplicate bugs or mergeable PRs, so no pair should be collapsed.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: these items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3 TTS/ASR, Voxtral, EUPE), so there is no single duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue; this is a loose collection of distinct model-support requests rather than one underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 support; different models and code paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config request is unrelated to Qwen3-TTS audio support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR object-detection support vs DEIMv2 model support; distinct requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families/modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection support vs weight-sparse transformer request; different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-ASR audio model; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different modalities and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support vs weight-sparse transformer request; different architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions, not one fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model-architecture requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support vs Voxtral-TTS support; different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support vs generic BERT-like RoPE request; too broad and not duplicate." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models vs Voxtral TTS support; different features." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related family names but separate capabilities/code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS audio support vs DeepSeek-OCR2 vision/OCR support; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; same broad domain, different models and changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR audio support and EUPE perception encoder are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-TTS are distinct audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2; different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not one change." + } + ] + }, + "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": 21, + "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": "513db45ca1a146a2a0f6add0dc07f7fdaff0cd8ab434b3be91ffd3a64aa2c796", + "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 not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the better representative of the cluster because it is a concrete code-change issue; `issue:38740` is a docs-only request and unrelated to the Vision RoPE work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: a documentation request to add `pruna` versus a Vision RoPE refactor. No shared code path, filenames, or explicit linkage." + } + ] + }, + "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": 21, + "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": "5b6bbfe75c51fef8b2c91eca44321f4d59067a20280b9e77ec7c94def23025dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about setting block decoding, while the other requests DeepSeek v3.2 support. They describe different features and different problem spaces.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues are unrelated and do not describe the same underlying bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because the pair is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics: block decoding implementation vs. model/version support for DeepSeek v3.2. 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": "issue", + "component_index": 9, + "component_count": 21, + "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": "0baf74f89b5a73aa7fc2ba7f16005a043afcf48cb3200e624f6284ddb84ea4cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are both Trainer-related, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "#43598 is the more specific and implementation-oriented request, centered on a concrete Trainer setting (`remove_unused_column`) and how custom trainers should control it.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is a better canonical issue because it points to a single, well-defined Trainer behavior change rather than a broader accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They involve different underlying behavior: column removal customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as 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": 10, + "component_count": 21, + "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": "523caf8cad38cf46b9785752e0552792aa98b27adf44bb28281904f0ba360e5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different Qwen model families and different capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Not the same bug or change, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "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": "22bbcc1c332bccb3b741ec5cfb879a54623db317672ec225c671e67714dc6624", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four issue stubs with almost no body content. Three share the identical generic title \"huggingface \" and one is unrelated-looking \"Fett\". There is not enough concrete information to confidently merge any pair as the same underlying bug.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 43845 is the cleanest cluster anchor: it is one of the identical \"huggingface \" reports and is the earliest of that repeated title group. The other issue \"Fett\" looks unrelated from the title alone.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate for deduplication only because it matches the repeated title pattern and is earliest among the near-identical reports; however, the underlying problem is not described well enough to be strongly certain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ and there is no body detail or shared target evidence showing the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles differ and the available metadata is too sparse to establish a common underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles differ and there is no concrete bug description to justify treating them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but no substantive description or issue target evidence confirms they are the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the records are too thin to safely conclude duplicate underlying content." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but there is insufficient evidence beyond textual similarity to accept a duplicate merge." + } + ] + }, + "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": 21, + "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": "8f26ed1fa75610e03d7d0b5c015e8ce0adc5831f42e9eac795a28906dacade0f", + "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": "Mostly unrelated low-information issues. Three items share the exact spam placeholder title, but there isn\u2019t enough substantive content to treat them as the same underlying bug/report; the other two are clearly different topics.", + "confidence": 0.86, + "canonical_issue_reason": "No strong canonical issue exists. If forced to pick, 44371 is the least-bad anchor because it is the earliest of the identical spam-placeholder issues, but the set is not a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the earliest item and matches the same placeholder spam title as 44572 and 44573, so it is the best anchor only by chronology, not by substance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body detail or shared target to show the same underlying issue; treat as separate spam items." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam title alone is not enough to prove a duplicate report or the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder versus a documentation enhancement request; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus a distinct 'Google LLC' topic; no evidence of the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request does not match the spam-placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different issue types and no shared substantive content." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus distinct 'Google LLC' issue; not the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus distinct 'Google LLC' issue; no basis for duplicate merging." + } + ] + }, + "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": 21, + "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": "4673900643cb57abf76e72d6c6d3168a78923a954590fcac1a139eeb64655cac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and very similar body lengths, but the packet does not include body text or other concrete overlap proving they are the same report. They look related or duplicated, but the evidence is not strong enough to treat them as confirmed duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "#45145 is the slightly better canonical candidate only because it was created earlier and has one inbound reference, but the packet does not prove it is the same issue as #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative in this pair for the same tentative reasons: earlier creation and a small amount of linkage activity, not because the content is confirmed identical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Exact title match is suggestive, but the packet does not show identical body text or other distinguishing evidence that they are the same underlying issue; this is too weak for a duplicate merge decision." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The comparison is only partially grounded in the packet: the titles match and the bodies are similar in length, but the packet does not show identical body text or other evidence that the issues are the same. The soft-edge accept is therefore too strong, and the canonical/summary language overstates the evidence by saying the issues have the same body/content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "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": 15, + "component_count": 21, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "af8b09f0e82f70810e46753262cce6b8a30ccd3bdca717266437ccd9730d5b72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module dtype/finfo failure on uint8 weights, the other is a BitsAndBytesConfig skip-module handling bug that drops the default lm_head exclusion. They are related only at the broad subsystem level and should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because its title and failure mode are more broadly described around a configuration-level 4-bit inference regression, while 45672 is a model-specific audio-module dtype error.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best standalone issue for triage because it states the concrete config interaction and likely affects more than one model path; 45672 appears narrower and more specialized to Gemma4 audio modules.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion/AssertionError regression caused by llm_int8_skip_modules in BitsAndBytesConfig. Same broad 4-bit area is not enough to merge them." + } + ] + }, + "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": 21, + "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": "cafbf2a717d779a7ce3f788dc45655945664f7fa8c6cc67d74ba551594ae68f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have only weak textual similarity and no shared content, targets, or context; they look like unrelated records rather than 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:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different person names and different dates with no body, links, or shared context; not enough evidence that they 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": 17, + "component_count": 21, + "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": "ba59f0affb3964dc7e7c607bca8e23fa31c42c41896cec5649dab31af0637f9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: both are empty, unrelated personal-name/date titles with no body, no shared targets, and no code or product context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only weak title similarity; the issues contain no description, targets, or evidence of the same underlying bug/request." + } + ] + }, + "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": 21, + "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": "656c4d45931f96a1c033578efc4b8df352224bcdbe7cf578bde14acc16290319", + "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 Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 45810 is the more concrete, narrowly scoped request; issue 46295 is broader and unrelated to the model-class feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "The titles describe different problems: adding a specific model class vs enabling FP8 training support. There is no shared underlying bug or change request." + } + ] + }, + "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": 21, + "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": "5722bad71c65613a3f076b6689acbb1dd132569a0addc0a539308bbec0d9b2ac", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is noisy: 45870/45871 are an exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is unrelated.", + "confidence": 0.94, + "canonical_issue_reason": "45870 is the best anchor if one issue must represent the cluster: it has an exact duplicate (45871) and is the most generic, while 45872/45873 are a separate exact-duplicate request and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the most suitable keep-as-canonical issue because it is the earliest clean duplicate in the most self-contained pair; the other exact pair is a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promo vs. an example request; same domain but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promo vs. an example request; not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title/body pattern and same example request; looks like an exact duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are about DataForge/financial data, but one is a prediction example and the other adds a scraping service; different request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Prediction example vs. scraping-service request; related theme, but not the same bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Exact duplicate of the example request vs. a different scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Exact duplicate of the example request vs. a different scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title/body pattern and same DataForge scraping-service request; looks like an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles and body lengths, while 45869 is materially different. The canonical choice of 45870 is reasonable as the earliest anchor among the duplicate example-request pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "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": "2db926bd9b58bd43ec3cac1c93b3df19cbae9690a77f8572ed350e3d78003726", + "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": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they point to different failure modes: one reports shape corruption in early initialization, the other a `KeyError` for a missing `linear_attention` cache path. Similar area, not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical representative because it describes the bug more generally and concretely: static cache early initialization corrupting linear-attention shapes and causing a runtime error.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone issue: it gives the clearest symptom chain and likely broader applicability beyond a single model instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the reported errors differ materially (`wrong shapes` vs `KeyError: 'linear_attention'`), so they are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "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": "fec883056b26a37c8ab778c8da8b6ff78d86e4f0655572509e409833b79bad70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely duplicates of the same Wav2Vec2CTCTokenizer v5 bug. Issue 46552 is the better canonical thread because it is open and already has inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46552 is the better canonical tracker because it is open and already has inbound references, and it appears to be the active thread for this highly similar report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the strongest overall issue candidate: it is open, referenced, and matches 46551 on title/body size and apparent bug description, so it is the best place to continue discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same-length body, with soft-similarity evidence pointing to the same tokenizer special-token bug; this looks like a likely duplicate rather than a distinct report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-call is plausible and 46552 is a reasonable canonical thread because it is open and has inbound references, but the writeup overstates the evidence by calling the issues an \"exact same\" or \"same wording\" report. The packet only supports very high similarity (identical titles, same body length, soft_similarity), not exact body equivalence. Please phrase it as a likely duplicate / highly similar issue rather than asserting identity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1000def763b1c775f04d87ca48aa1ff07891bde546c9e58afb94395696e898e4", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad thematic similarity. The only pair that looks like a true duplicate/same-change overlap is the two `fixed_cross_entropy` patches for issue #43240; they can plausibly be merged into one PR. All other pairs are too different in scope, subsystem, or intent.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative for the only genuine overlap: it directly targets the tracked issue #43240 and implements the same `fixed_cross_entropy` kwargs pass-through change as #43254, but with the more explicit issue-linked framing.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best overall representative of the actual duplicate pair because it is the clearer, issue-linked implementation of the same loss-function fix and is a complete standalone patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are model/test-related PRs, but one adds VideoPrism and the other adds an Executorch dynamic-shape test; they fix entirely different problems and would not be merged together." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer missing-methods work is unrelated to an Executorch export test; different code paths, different bug class." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions for MistralCommon and adding MobileLLM are unrelated features/fixes in different model areas." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding MobileLLM are not the same bug/change; one is infrastructure, the other is a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and MobileLLM model addition are unrelated changes with no shared concrete bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs support and Mistral4 test fixes touch different subsystems and solve different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export testing is unrelated to Mistral4 test fixes; both are tests but not the same underlying issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Adding an export test for dynamic shapes is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition and config-resolution ordering are different concerns with no shared code-path bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model implementation and a Falcon output-interface refactor are unrelated changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are entirely different; one changes model code, the other adds tooling/docs for model creation." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactoring and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and the `layrnorm` spelling/rename patch target different issues and different model families." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat-parsing updates are unrelated across different parts of the library." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated changes; broad similarity in ML infra is insufficient." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not match the config-resolution order fix; different bug and different code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Despite a shared auto/modeling filename, the Mistral4 test fixes and model-creation skill are unrelated and not mergeable as one PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding the model-creation skill are different workstreams; one is product code, the other is tooling/docs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` for the same tracked issue #43240; they address the same concrete loss-function bug and could be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft-edge pair, pull_request:43251 vs pull_request:43254, is well supported by the packet: both touch src/transformers/loss/loss_utils.py and share issue target 43240, so they look mergeable into one bugfix PR. The remaining rejections are appropriately cautious; none are overstated beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "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": "420fa127f498c84f683c292f9e4be343e8d613421ca9df429e945642753dc21c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice feature PRs, but they target different scopes: the first adds the base VibeVoice integration, while the second adds a Realtime variant plus acoustic-tokenizer work. They share several filenames, but they do not appear to be the same concrete change or a single mergeable fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR because it implements the base VibeVoice model integration and documentation, whereas 42781 is a later, narrower Realtime extension with additional tokenizer/generation changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative artifact for the underlying VibeVoice addition; it is broader, more foundational, and less specialized than the Realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these look like related feature work, not the same underlying change. 40546 adds VibeVoice support, while 42781 adds VibeVoice Realtime and extra acoustic-tokenizer/generation pieces; they could not plausibly be merged as one duplicate PR without losing distinct scope." + } + ] + }, + "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": 36, + "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": "07cfe90dcd866de5b209e8f0ffcc34e23db4311e9effb7bf4cd9cbf58c1a3826", + "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": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families, code paths, and deliver unrelated features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are unrelated standalone feature additions in different subsystems, so neither can represent the other.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplicate triage: there is no shared underlying bug/change to consolidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and goals: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same code-path problem and could not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "c3c2317262b08e44c261c89097cf7f8a8f4183c9c9d97668d3135951d5896a2f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share a common Transformers integration pattern, but they do not describe the same bug or the same code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is the most extensive and highest-review-activity model integration, but it is still a distinct Kimi2-6 addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best single representative because it has the broadest integration surface and the most discussion, making it the most informative exemplar for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations for different targets (DeepSeek OCR vs Isaac). Shared framework files reflect the standard model onboarding pattern, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Both are new-model PRs, but they add different models with different configs, model code, and docs. Similar subsystem overlap 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": 6, + "component_count": 36, + "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": "535e4259624c71b5a58893572bce353bffcee6c3a6ed63f2513c6fc320669895", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflows, but they target different actions and different upgrade motives. PR 42975 is a Node 24 compatibility refresh for checkout/cache/upload-artifact; PR 42976 updates docker/build-push-action versions. They overlap in workflow files, but not in the underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer representative: it has a specific compatibility goal (Node 24) and a broader, more cohesive set of workflow updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone representative because it addresses a concrete platform-compatibility transition across many workflows, rather than a narrower action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they upgrade different GitHub Actions (checkout/cache/upload-artifact vs docker/build-push-action) and solve different maintenance issues; they are not the same underlying change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "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" + ], + "prepared_review_unit_hash": "8e9f58a2aa49b688cffe51eeb5f86e048414ac604647cf75353dce82457f96de", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17572, + "estimated_input_tokens": 4393, + "estimated_eval_tokens": 9042 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17572, + "estimated_input_tokens": 4393, + "estimated_eval_tokens": 9042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five separate model-addition PRs. Their overlap is mostly shared Transformers boilerplate (docs, auto-registry wiring, tests), not the same underlying feature or bug. No soft edge should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), and the shared files are generic integration boilerplate rather than the same code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the most substantial standalone integration in this set, with the broadest implementation/test surface and highest review activity, but it is still unrelated to the others for duplicate-triage purposes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate registry updates, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models and code paths: ViT NEPA vs Molmo2. The overlap is only generic model-registration/documentation work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated architectures with different implementations; similarity is limited to common HF integration files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model generations with different codebases and support files; this is not the same fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model additions, touching different subsystems and problem domains." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model integrations; shared auto/doc edits do not indicate a duplicate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM is a time-series model while Step3p7 is a different model integration; they do not appear to fix the same underlying issue or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "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:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "2000f75aaa690a29f0820539c825eb7fcee44dd49b24a4b20b2d546b2806a9b3", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23052, + "estimated_input_tokens": 5763, + "estimated_eval_tokens": 11782 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23052, + "estimated_input_tokens": 5763, + "estimated_eval_tokens": 11782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are mostly unrelated fixes across different subsystems; the shared signals are broad/weak (e.g. tests, Whisper, generation, typos) and do not indicate the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; if one PR must represent the cluster, PR #44815 is the most focused substantive code-path fix (FP8/dequant loading) rather than broad test or cleanup churn.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the strongest standalone fix here because it addresses a concrete runtime path with code changes in model loading/FP8 integration, whereas the others are either test-only, documentation-only, or unrelated maintenance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different bug areas: Whisper tokenizer/test fix vs CLIP/ViT test edits; only superficial test overlap." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer vs FP8 model-loading/dequant code paths are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both mention Whisper-related files, but one is tokenizer/test work and the other is generation-config/watermarking plus broad test updates; not the same change." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo/cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test failures in CLIP/ViT do not match PhiMoE integration-test setup changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test noise vs FP8 dequant/model-loading fix; no common code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Shared test activity is too broad; the underlying fixes target different subsystems and failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only edits vs multi-file typo/maintenance changes are not the same bug or change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequant loading fix and PhiMoE integration-test adjustments address different issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch generation/model-loading adjacent code, but the concrete problems differ: FP8 dequantization vs generation-config watermarking/validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "A focused FP8 runtime fix is not the same as a broad typo cleanup PR, even if a few filenames overlap." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation updates are unrelated to code typo cleanup across many source files." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config/watermarking validation issues are unrelated to PhiMoE integration-test offloading behavior." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Broad typo cleanup across code is not the same underlying change as the generation/watermarking 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": 9, + "component_count": 36, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "35ee44272c58388f26a94a9e4257a46b284d117a06a4d0d59455f4ae83f13482", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with different goals: one is a small repo-bot format test via setup/version/dependency tweaks, the other is a broader workflow/show-diff change. They overlap only on a Vit test file and do not look like the same underlying fix.", + "confidence": 0.94, + "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:43532", + "accept": false, + "reason": "They share only a test file and have different concrete changes: 43488 is a setup/version/dependency test, while 43532 rewires CI/workflow and notification paths. Not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "0b46cd676f8b927f93d5d15d27d8828c82c1eb3f8eedcfa11e25efacce51d5d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they implement different pipelines and task docs/tests, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because the changes target different segmentation features rather than the same underlying bug or code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Same general subsystem, but different concrete pipelines/features: concept segmentation vs visual segmentation. The shared docs/metadata updates are ancillary; the added pipeline modules, task pages, and tests indicate separate changes that would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "c0879b2db2be231d306e88d2e9b19b994b95832fe9a400cd8e19cebbbae4c2c8", + "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": "Two open PRs in `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because the two PRs solve unrelated Trainer behaviors, despite both targeting custom-trainer extensibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 alters loss scaling during training_step for gradient accumulation, while 43663 adds `_get_signature_columns` to control input column filtering. Same file and broad subsystem, but not the same concrete bug or 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": 36, + "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": "02a55e573d8ef6a6fd20b3f7fd920c2fbf904fc462c2706941ccfa4f38e35bfc", + "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": "The two PRs overlap in `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but they fix different root causes: one is a typing/forward-reference cleanup, the other is a missing-`pydantic` import/runtime fallback issue. They are related, but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the more concrete runtime bugfix: it explicitly addresses `TypeAdapter` failing when `pydantic` is not installed. 43656 is a separate annotation/forward-reference fix and should not be treated as the same change.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative PR for the cluster because it targets a specific, user-visible failure mode with an explicit issue link and a narrowly scoped fix; 43656 is adjacent but addresses a different code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar `TypeAdapter` wording, but the fixes are for different bugs: 43656 is typing/forward-reference cleanup, while 43842 handles missing `pydantic` at runtime." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "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": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "4414350da210cd4358ba3380feb76dbb6af09cd0890001bddd2ee105434c88b4", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one duplicate change. I only accept overlaps where the same concrete model code path is being migrated; most cross-model pairs are too broad to merge safely.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor family: it is explicit, broad, and overlaps with other GPT-J output-tracing PRs on the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best cluster representative because it most clearly captures the recurring decorator-based output-tracing migration and has the strongest duplicate overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue target is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and output paths; this is just a shared refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing on the same code path; 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same generic refactor pattern, but not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; too broad to merge as one duplicate." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet/RT-DETR ResNet and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet-family refactor vs GPT-J output tracing; different concrete paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different models and fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT do not share the same underlying bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; 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same broad refactor idea, different concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTa are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are the same GPT-J/CodeGen output-tracing migration family and overlap on the GPT-J code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same concrete model path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs ResNet/RT-DETR ResNet; not the same underlying bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-model overlaps. The accepted PR pairs are limited to clearly shared code paths within the same output-tracing family (notably GPT-Neo and GPT-J/CodeGen), and the rejected pairs correctly avoid overextending the umbrella issue target across unrelated model implementations." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "19529cdf54c30733ddad2776e359640de08f9b81be0b4e58037147278087e32e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different model implementations and do not appear to fix the same concrete code-path problem. No issue artifacts are present.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "Best canonical PR is pull_request:44129 because it has the clearest scope and an explicit issue target, making it the strongest representative of this output-tracing refactor cluster.", + "best_issue_reason": null, + "best_pr_reason": "Pull_request:44129 is the best representative PR: it clearly states the standardized output capture refactor, has an explicit linked issue, and presents a coherent change set in one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different models (FocalNet vs ImageGPT) with separate code paths; not the same underlying fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad migration theme, but VisualBert and TextNet are independent implementations. This is not one concrete bug/change that could be merged into a single PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output capture, but they target MPNet vs VisualBert and different layer/attention wiring. Too model-specific to treat as one change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared refactor pattern only; MPNet and TextNet have unrelated code paths and separate output handling changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model files with distinct forward/output behavior. Similar decorator migration, not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both involve output-tracing cleanup, but SqueezeBert and SpeechT5 are unrelated model implementations and would not be one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "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": "a106d436f63964d0b6099004f1e746626f1e5409dd81199d7119158c987dcf7a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all PRs in the same general \"refactor output tracing\" theme, but they target different model families and different forward/codepaths. They are related stylistically, not duplicates of one underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44003 is the broadest and most central representative: it spans two related files, introduces tracing plumbing (`capture_outputs`, `OutputRecorder`, `_can_record_outputs`), and changes the concrete mamba/falcon_mamba codepath rather than only reshaping a single signature.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44003 is the strongest single PR to anchor the cluster because it has the most structural output-tracing change and the widest scope among the listed items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files (`timm_backbone` vs `univnet`); only the output-tracing theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` refactor is not the same bug/change as mamba/falcon_mamba tracing plumbing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `rwkv`); similar API cleanup, not one shared fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model codepaths; not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `upernet`); same tracing refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate forward-path refactors, not one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `vision_encoder_decoder`); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct codepaths; only the output-tracing cleanup is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; not the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific refactors (`vision_text_dual_encoder` vs `upernet`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` signature cleanup is not the same fix as mamba/falcon_mamba output-capture plumbing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model codepaths (`vision_text_dual_encoder` vs `depth_anything`); same theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are distinct models; not one mergeable bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` forward refactor is separate from the mamba/falcon_mamba tracing change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`univnet` vs `depth_anything`); not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated codepaths; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` semantic-segmentation tracing cleanup is not the same concrete fix as mamba/falcon_mamba." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` output tracing is unrelated to `superpoint` keypoint model output cleanup." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` tracing plumbing and `codegen` cache/signature changes are different concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` touch different codepaths; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated model implementations; only the refactor style overlaps." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` fix different model paths; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same output-tracing cleanup theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate codepaths and changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are different models; not the same bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` target different architectures and codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model refactors, not one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated codepaths; same theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and fixes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are different codepaths; same cleanup theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are distinct changes in different models." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different architectures; not the same bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` touch unrelated model codepaths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model fixes, not one underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "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": "5e8020e19e87693d247404ed319768f2f8a12c007251eedfb6109003e499dd50", + "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-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap on Transformers registry/docs scaffolding, but they do not fix the same underlying bug or implement the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the more canonical representative because it is tightly scoped, has an explicit issue target, and centers on a single model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the best single representative for the cluster because it is a focused, self-contained model addition with clear intent and tracking.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different targets (PenguinVL vs Voxtral TTS); shared auto-registration/docs files are implementation overlap, not the same code-path fix or 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": 17, + "component_count": 36, + "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": "15686c836fa190fb37dd77697548d328c6eafe6c6b50b29961890e6194cdd28c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they target different layers: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration across model loading and helpers. They are not the same underlying change and should not be deduplicated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion feature: it wires KernelConfig into loading/integration code and includes an example, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the most actionable PR in the set because it touches the real code path for kernel fusion rather than just introducing the underlying API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are fusion-related but not the same change: #44979 introduces a general Module Fusion API, while #45363 implements KernelConfig-driven kernel fusion integration. Different abstractions and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "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": "83a38ab0c8982a64673f33656c0ac85c1a1df3fb634e6216e0d35c96b01fd7e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Mistral regex AttributeError in the same function and file, with 45317 appearing to be the more complete follow-up by adding tests. They look like duplicate fixes for the same bug rather than separate changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete, with the same code fix plus test coverage and clearer problem framing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest standalone representation of the fix: same underlying code-path bug, same target issue, and it includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Both PRs patch the same AttributeError in _patch_mistral_regex, in the same file, against the same issue target, and 45317 is a more complete version of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "9e781a5826bac00218881dd0e5183e20aad78b45dd267fd039f489a36586139d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs split into separate feature lines: NemotronH refactoring vs. Nemotron ASR streaming vs. Nemotron 3.5 ASR streaming. The shared filenames are mostly from the auto/model registration plumbing, not the same underlying change, so none of the soft pairs are duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate canonical for the whole set; 45569 is the most central standalone NemotronH refactor, but the ASR PRs are separate model families and 45115 is only a conversion-mapping slice.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the best representative standalone PR in this cluster: it has the clearest cohesive scope around the NemotronH architecture split/refactor and is more complete than the narrower conversion-only 45115. The ASR PRs are separate additions rather than duplicates of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change: 45115 only adds checkpoint conversion key renames, while 45569 refactors the model into dense/sparse variants and updates docs/auto wiring." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different feature branches and model families: 45569 is NemotronH refactoring, while 46565 adds Nemotron 3.5 ASR streaming. Shared auto/docs plumbing is too broad to treat as one duplicate change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they target different concrete model versions (Nemotron ASR vs Nemotron 3.5 ASR). They look like parallel implementations, not one mergeable duplicate 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": 20, + "component_count": 36, + "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": "a5e72a5a95d2ac758b266e9e3e2d1816d49ab41b58f35b8bff6c87bfc1d2b339", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature branches in the same heterogeneity effort, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader heterogeneous modeling/cache support on top. They should remain separate PRs.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the cleaner foundational piece: it focuses on per-layer configuration support and the config API changes that the broader modeling work can build on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative because it is narrowly scoped and well-defined; PR 45332 is a larger follow-on implementation spanning modeling and cache behavior rather than the same single change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared heterogeneity files indicate they belong to the same feature area, but the change sets are not the same concrete code-path problem: 45333 is config plumbing, while 45332 extends runtime/modeling behavior and cache handling. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "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": "0b05ba748324a6117ff6a44d43a152f6ac171bafbd256e7aa3d995e523dce7d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: PR 45415 is a broad type-checking sweep across many Transformers modules plus pyproject config, while PR 45425 adds typing protocols/aliases and targeted fixes around modeling_utils/PEFT integration. They are not the same underlying change.", + "confidence": 0.27, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused representative of the cluster because it introduces concrete typing infrastructure in `_typing.py` and targeted fixes in model-related code, whereas PR 45415 is a broader repository-wide type-checking pass.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best fit as the cluster representative for the shared typing theme, but the overlap is only superficial; 45415 is a separate broad lint/type-check sweep and should not be merged as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: 45415 is a broad type-checking/configuration sweep across many files, while 45425 adds new typing aliases/protocols and targeted model/PEFT typing fixes. They overlap in a few touched files but not in the same concrete code-path problem, and they would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "4da07497b308bd87523239a1924391f5b09423e3cdb6d486d8b02645ccc8cf70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific cache-handling fixes: one for Qwen3.5/OLMo hybrid linear attention, the other for Mamba2 CUDA kernel state reuse. They share a broad theme (`use_cache` with multi-token forward) but not the same underlying bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the tighter representative of the set: it is explicitly issue-linked, narrowly scoped to a single Mamba2 cache bug, and the diff directly targets the seq_len > 1 state-reuse path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and implementations (Qwen3.5/OLMo hybrid linear attention vs Mamba2 CUDA kernels). Same general caching theme, but not the same concrete bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "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": "196c059d8be84d7df3730d67c3b9049c0e491fc510ec9229f23321a7e548f3bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same EP/loading area, but they appear to fix different concrete bugs: one is about preserving distributed_config / EP state for DeepSpeed ZeRO-3 loading via accelerate launch, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared modeling_utils changes are incidental, not enough to treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better anchor because it targets a specific, well-defined failure mode in the loading/sharding path and includes the broader set of code changes around that bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone fix for a concrete EP-related loading corruption bug; PR #45548 appears to address a separate ZeRO-3/accelerate serialization problem rather than the same underlying issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but the bugs differ: #45548 preserves EP/distributed_config for ZeRO-3 loading via accelerate launch, while #45662 prevents experts from being overwritten during FSDP2 rank-0 broadcast. Same subsystem, different code paths and failure modes." + } + ] + }, + "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": 36, + "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": "b0e62ecbec4f44443ed8c13cd057b0fd73384d651eb4c288010616be44558336", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-safe captured_info/debug-log collision in test infrastructure; PR 45645 is the broader superset and likely subsumes 45639.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe captured_info fix plus the CI/workflow handling around reading multiple captured_info files, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall PR for the cluster since it covers the same underlying captured_info collision problem and adds the downstream consumer changes needed to preserve CI debug logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They address the same concrete captured_info xdist collision path in testing_utils, share the same issue target and test files, and 45645 appears to be a broader superset that could plausibly include 45639's change in 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "267db5ad3c26cf107a71ef55fe326aa715048c15070254ae76e32422e6cfeeed", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a high level: two add attention-dispatch support for different model families, while the third updates AutoModel mappings. They are not duplicates of the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the cleanest representative: it is a focused, single-family implementation of attn_implementation dispatch support with clear code changes and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the best global representative because it is the most focused and directly expresses the shared theme without spanning multiple unrelated model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: one updates AutoModel registration for specific model classes, the other adds attn_implementation dispatch support inside RecurrentGemma. Not the same bug or code path." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes: AutoModel mapping vs. attention-dispatch support across BLIP-2/InstructBLIP variants. Same broad Transformers area, but not the same concrete change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern attn_implementation support, but for different model families and different implementation paths/files. Too broad to treat 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": 26, + "component_count": 36, + "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": "13e8e519b5beadfef262eace403dd91b3ce2b63ba03805de488456c95fc1982b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both broad linter/modeling-rule rollouts, but they target different rules and different code changes. They overlap in touched model files, yet they are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #45720 implements TRF003 behavior around tuple return handling, while PR #46259 implements TRF018 modeling initialization behavior. They are separate rule-driven changes with different code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the better representative only because it is a more concrete, self-contained change to forward/return behavior across models; PR #46259 is a different linter rule entirely and not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different fixes: TRF003 modifies forward return behavior/decorators, while TRF018 changes model weight initialization. Shared files are incidental and do not indicate 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": 27, + "component_count": 36, + "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": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "2d157ecf81533cc1cb6d96112f2dad462c04da0764c39e81360dc423dfed7ea7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs were grouped only by soft similarity, but they are not the same change: 45932 is a broad workflow/model tweak PR, while 46100 is a ViT test migration. No duplicate relationship is evident.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate set: the PRs address different artifacts and code paths rather than one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantive standalone change, but it is still unrelated to 46100 and should not be treated as its duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: 45932 changes CI secrets and multiple model implementations/configs, while 46100 adds/migrates ViT tests. They do not fix the same concrete bug or implement the same 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "ade07c8d99418e3e19be3b03dc9e338b1fc7c85a9c97bddbe37e2d1283096402", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three model-specific PRs adding SDPA/attn_implementation dispatch support, but they target different code paths and model families (CTRL, T5, and wav2vec2-related audio models). They are similar in pattern, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the best representative because it is the broadest concrete implementation of the shared pattern, spanning many audio model files and the largest code change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone PR in the cluster due to its wider scope and clearer, more substantial implementation work compared with the narrower model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; they modify different model implementations and are not the same fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL attention-dispatch support and wav2vec2-family SDPA dispatch are separate model-specific changes touching different code paths." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2-family SDPA dispatch are related in pattern only; they are distinct model implementations and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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": "0bd4a346702f209389aa20bc424c3811a368ae140eb1d085987aebd84676aba3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related in the distributed stack, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed-branch base spanning FSDP, tensor parallel, integrations, and model code. Shared files reflect overlap in the same subsystem and likely dependency, not a duplicate fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader, more central foundation PR for the distributed branch and is the better cluster representative; #46126 is a narrower feature slice built on top of that work.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the most generally useful and representative PR here because it covers the underlying distributed infrastructure changes, whereas #46126 is a specialized follow-on integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs do not appear to fix the same concrete code-path problem. #46126 is a specific EP/Trainer integration on top of DistributedConfig, while #46269 is a much broader distributed branch base touching many unrelated distributed features and model files. They may be related, but they could not plausibly be merged into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "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-46138-9", + "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" + ], + "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:46504", + "pull_request:46138|pull_request:46432", + "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:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "d57fa2d668fcc0a3e94f99c6b43ac2ceed639d57a61a34ca59aa180df3574780", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23358, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23358, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow maintenance PRs that only look similar because they share YAML and chore-style titles. The only exact match is the trio of edits to pr-ci-security-gate.yml, but even those change different aspects of the workflow and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best representative of the cluster\u2019s substantive security/workflow changes; it is more than a comment or formatting tweak and has the clearest functional impact.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone PR here because it changes the pr-ci security gate behavior in a concrete way, whereas the others are smaller or more incidental workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; only a superficial similarity in shell/YAML style, not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Self-comment CI message piping fix is unrelated to PR CI security-gate permission/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow update vs. comment-only notes in a different security-gate file." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both adjust shell handling, but in different workflow jobs and for different commands; not the same bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Distinct workflows with different operational goals; no shared concrete code-path issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening and benchmark triggering are unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different concerns: SSH runner security vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow behavior; one hardens SSH runner, the other adjusts reviewer assignment checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "No same underlying bug or code-path; one affects SSH runner setup, the other PR CI security gating." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and fixes; not a single mergeable change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Security hardening for SSH runner is unrelated to a reusable workflow comment update." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they modify different jobs for different reasons; not the same bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions and reviewer-assignment checkout are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior; only broad YAML similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete problem; anti-slop permissions vs PR CI security checks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref and benchmark trigger conditions are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths; not the same underlying issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No plausible single duplicate fix; reviewer workflow vs security gate workflow." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch logic and build-ci image tag parsing are separate concerns." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows with unrelated logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow shell snippets, but they address different jobs and different failure modes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build CI commit-message parsing is unrelated to PR CI security-gate permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: one adds checkout-based security checks, the other changes permissions and adds a success gate." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one is functional security-check logic and the other is explanatory comments; not the same change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different changes in the same workflow file: permissions/condition vs documentation comments." + } + ] + }, + "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": 36, + "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": "3d6954a59f3a98b5893d2161f28b68d186b6ca051cb745ac8df9cf3e26620399", + "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": "The two pull requests share a broad theme\u2014replacing file-open source inspection\u2014but they fix different code paths in different modules. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR for this cluster because it is narrower, fixes a specific source-reading path in `_can_set_attn_implementation`, and includes a test change; PR 46152 is a separate utility-level change in `import_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest representative artifact: it targets one concrete bug, has a focused diff, and is test-backed. PR 46152 is related only at a high level and addresses a different implementation site.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general theme (avoid `open()` for source inspection), but they touch different files and different logic paths, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "dca0a1ed62918efb94dc75360dfaf6c8a7daf1df39ef112da5aacb1b00c940f4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PRs 46173 and 46474 are near-identical fixes for the StaticLayer.get_seq_length type annotation in cache_utils.py; 46436 is unrelated and fixes static-cache max length handling in generation utils.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the clearest canonical duplicate: it makes the same StaticLayer.get_seq_length annotation change as 46474, targets the same issue (#45987), and appears to be the earlier instance of the same patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the best representative because it is the same concrete code change as 46474, with an explicit issue link and the more descriptive title; 46436 addresses a different bug path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: 46436 changes static cache max-length selection in generation setup, while 46474 only adjusts a return type annotation in cache_utils.py." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both patch StaticLayer.get_seq_length in cache_utils.py with the same type-hint update for issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46173 and 46474 have the same `cache_utils.py` type-hint diff and share issue target #45987, while 46436 touches a different file and bug path. The soft-edge verdicts are appropriately conservative, especially rejecting 46436 vs 46474." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 36, + "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": "6e984f69a0ef376f0e2ab106d797b07f6086b1a0a268a0a1b10dbb66f263e9de", + "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 bug in the Moonshine streaming sliding-window mask (`-dist <= right_window_size` instead of `<`). PR 46546 is the broader, more complete change set; PR 46310 is the narrower earlier variant.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix, adds tests, and appears to be the more complete implementation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative of this bug fix since it covers the concrete boundary correction and validation, whereas PR 46310 is a narrower subset of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying Moonshine streaming right-window boundary bug; the diff changes the exact same mask condition in the same code path, and the broader PR 46546 plausibly subsumes 46310's 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": 36, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "8865d191a56beccb81a7cfb8d6a7b846671fa0566a137506e9141f38b76abb57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model stack and docs/tests. They touch different codepaths and would not plausibly be merged into one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better canonical representative for the cluster because it is a self-contained feature addition with a clear, unified scope (a new model implementation plus supporting docs/tests), whereas PR 46376 is a separate runtime/inference feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest stand-alone artifact in this cluster: it has a complete feature surface, extensive file coverage, and clear model-specific scope. PR 46376 is unrelated enough that it should not be used as the representative duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous batching multimodal support versus adding a new HunYuan VL model package. They do not fix the same bug or implement the same feature, and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/manifest.json b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..178af20deccc570ae55acdc0b2f5e1509a25bc42 --- /dev/null +++ b/snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260612t120034z", + "artifacts": { + "hybrid": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-12T12:12:01Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260612T120034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260612T120034Z/manifest.json b/snapshots/20260612T120034Z/manifest.json index 5b4fd87651988e31145398907da07afc3a9a5b45..13b53bcf3e410d5a762c62036db231fcc0bb1e4f 100644 --- a/snapshots/20260612T120034Z/manifest.json +++ b/snapshots/20260612T120034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 977 }, "extracted_at": "2026-06-12T12:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260612t120034z", + "runs": { + "hybrid-model-20260612t120034z": { + "analysis_id": "hybrid-model-20260612t120034z", + "artifacts": { + "hybrid": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/manifest.json", + "model": null, + "published_at": "2026-06-12T12:12:01Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260612T120034Z", "watermark": {