diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index d941dc8e550ec86dbfef7c3b8532fa16d019e344..0fc5d4a4d41f691452c8767ce301a5a636e3b7f2 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": "20260612T000041Z", - "generated_at": "2026-06-12T00:09:10Z", + "snapshot_id": "20260612T060053Z", + "generated_at": "2026-06-12T06:11:26Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,66 @@ } ] }, + { + "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.", @@ -1687,65 +1747,6 @@ } ] }, - { - "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.", @@ -1804,35 +1805,6 @@ } ] }, - { - "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.", @@ -2109,7 +2081,16 @@ ] } ], - "duplicate_issues": [], + "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_prs": [ { "cluster_id": "cluster-41115-3", @@ -2174,13 +2155,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-45081-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "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." }, { "cluster_id": "cluster-45561-3", @@ -2226,15 +2207,6 @@ ], "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 2af3de24bef931a29d20d7e87fde8b750a54b4fb..48c8b8e69134eb909f4c84c2b8dc2424ed35e44b 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": "20260612T000041Z", - "generated_at": "2026-06-12T00:09:10Z", + "snapshot_id": "20260612T060053Z", + "generated_at": "2026-06-12T06:11:26Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,7 +10,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 1, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -111,12 +111,12 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:43716|issue:45685", - "issue:44918|issue:45161", "issue:44292|issue:44918", + "issue:44918|issue:45161", "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:43039|issue:44918", @@ -132,419 +132,350 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "d369b264f3aba78e0b3b00db699ce6cbe44f074605200fc8d0404ea8ea9e3471", + "prepared_review_unit_hash": "255d9cfd59afbc6e656d04ceb481b02da4bef8e5b7d625b4565414946a6651b4", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46534, - "estimated_input_tokens": 11634, - "estimated_eval_tokens": 23524 + "serialized_chars": 46532, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a similarity-based grab bag of unrelated runtime, model-loading, backend, and docs issues. The soft pairs share broad keywords like DeepSpeed, dtype/device mismatch, or version incompatibility, but they do not look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45237 is the most central hub in this set of mostly runtime/hardware failures, so it is the best anchor for the cluster, even though it does not truly duplicate the others.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45237 is the broadest representative of the cluster\u2019s hardware/backend failure reports, making it the best single issue to keep as a reference point.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a config attribute error in Qwen3.5 versus a streaming chat/completions API crash." + "reason": "Different bugs: a missing Qwen3_5 config attribute vs. a chat/completions streaming failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and models: AMD GPU failure in GPT-OSS versus an MPS histogram op limitation in MoE." + "reason": "Different models and hardware paths: GPT-OSS on AMD GPUs vs. an MPS histogram integer error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and root causes: Mistral-3 image dtype mismatch versus GPT-OSS AMD GPU failure." + "reason": "Different model/runtime problems: multimodal dtype mismatch vs. AMD GPU failure for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different bugs: Phi MoE autocast dtype mismatch versus GPT-OSS AMD GPU incompatibility." + "reason": "Both mention runtime issues, but one is a torch.autocast dtype mismatch and the other is an AMD GPU compatibility failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "One is a GPT-OSS GPU/runtime bug; the other is a broken Nemotron example, so they are not the same issue." + "reason": "Different concrete failures: GPT-OSS AMD GPU support vs. a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model architecture bug: AMD GPU failure versus GraniteMoEHybrid calling an invalid method." + "reason": "Different code paths and symptoms; one is hardware support, the other is a GraniteMoEHybrid invalid-method bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch in Jamba is unrelated to a ModernBERT ONNX export error." + "reason": "Different subsystems: DeepSpeed collective mismatch vs. ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and code paths: ONNX export failure versus Qwen3Moe FP8 failure." + "reason": "Unrelated model issues: ModernBERT ONNX export vs. Qwen3Moe FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are unrelated failure modes." + "reason": "Different failure modes: ONNX export issue vs. auto device mapping causing cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A table QA crash is not the same as outdated RAG documentation." + "reason": "Different scope: a table-question-answering crash vs. outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they reference different removed topics and are not the same change." + "reason": "Both are docs cleanup items, but they target different removed references and do not look like the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Model export to ONNX is unrelated to the GenerationMixin import error." + "reason": "Different bugs: export-time ModernBERT failure vs. GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking is a different training bug from resuming local model training with trust_remote_code." + "reason": "Different training-time issues: Qwen3.5 embedding unpacking vs. resume/trust_remote_code behavior." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 device mismatch are different tensor-path failures." + "reason": "Both are mismatch-style errors, but they involve different models and different placement/device-map symptoms." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3 Bert init and the other is a mask/tensor shape mismatch." + "reason": "Different failures: ZeRO-3 Bert loading index error vs. a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert initialization failure is unrelated to resume-training with trust_remote_code." + "reason": "Unrelated topics: Bert ZeRO-3 loading vs. training resume with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different root causes: ZeRO-3 Bert index error versus indexed tensor/mask shape mismatch." + "reason": "Different concrete bugs: Bert ZeRO-3 index error vs. a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Different model-specific bugs: mask/index shape mismatch vs. Qwen3.5 video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch does not match GPT-OSS tensor-parallel failure." + "reason": "Different problems: a tensor mask shape error vs. GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training/trust_remote_code is unrelated to a broken Nemotron example." + "reason": "Different reports: training resume bug vs. broken official Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3.5 is a different bug from resume-training with local models." + "reason": "Different domains: Qwen3-vl video StopIteration vs. model resume/trust_remote_code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error and resume-training failure are unrelated." + "reason": "Different bugs: Bert ZeRO-3 index error vs. training-resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ONNX export are different subsystems and bugs." + "reason": "Different models and failures: BarkProcessor voice preset vs. ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but Jamba collective mismatch and Bert ZeRO-3 index error are different failures." + "reason": "Both involve DeepSpeed, but the concrete failures and models differ too much to treat as duplicates." }, { "left": "issue:43596", "right": "issue:43638", - "accept": false, - "reason": "Same broad symptom class, but different Bert variants and trigger paths make this not a duplicate." + "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." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy usage is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different issues: Liger Kernel cross-entropy being called vs. GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are different bugs." + "reason": "Different bugs: detokenization behavior vs. LoRA merge/save/load output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to LoRA save/reload inconsistency." + "reason": "Different model/runtime problems: Qwen-3 NVFP4 execution vs. LoRA merge/save consistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is a different distributed-training bug from a mask shape error." + "reason": "Both are shape-related, but one is FSDP checkpointing recompute and the other is a mask/indexing mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but a 2-D weight runtime error is not the same as a collective mismatch." + "reason": "Different DeepSpeed failures: a 2-D weight error during training vs. a collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "CPU offload incompatibility and uninitialized-memory after to_empty() are different Qwen3_5Moe rotary embedding bugs." + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization and inv_freq initialization/readback." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init failure is unrelated to GPT-OSS tensor-parallel issues." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to the CustomTrainer num_items_in_batch API break." + "reason": "Unrelated bugs: Bert ZeRO-3 loading vs. GPT-OSS MoE tensor-parallel behavior." }, { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel 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:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 image dtype mismatch and GraniteMoEHybrid invalid method are unrelated model bugs." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different multimodal issues." + "reason": "Different model-specific failures: image preprocessor dtype mismatch vs. GraniteMoEHybrid invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure and GPT-OSS AMD GPU failure are different models/backends." + "reason": "Different hardware/model failures: Qwen-3 NVFP4 runtime error vs. GPT-OSS on AMD GPUs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config regression and Mistral tokenizer regex patch crash are unrelated." + "reason": "Different AttributeErrors in different code paths: Gemma3 config vs. Mistral tokenizer regex patching." }, { "left": "issue:45800", - "right": "issue:46515", - "accept": false, - "reason": "Both are compatibility complaints, but they involve different version pairs and different breakage surfaces." - }, - { - "left": "issue:45823", - "right": "issue:45874", + "right": "issue:46304", "accept": false, - "reason": "Both are Gemma4 issues, but device-map mismatch and expensive reverse embedding lookup are distinct bugs." + "reason": "Different compatibility regressions: torch/transformers version mismatch vs. USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "A broad torch-version incompatibility is not the same as a Qwen-3-8B NVFP4 runtime failure." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assertions." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi MoE autocast dtype mismatch and GPT-OSS tensor-parallel failure are different issues." + "reason": "Different incompatibilities: a general Torch 2.10 incompatibility vs. a Qwen-3 NVFP4 execution error." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and bugs: Phi MoE autocast mismatch versus Qwen-3-8B NVFP4 runtime failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to Mistral-3 image dtype mismatch." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "A Mistral-3 preprocessing dtype bug is not the same as a broken Nemotron example." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral-3 dtype mismatch and an MPS histogram integer limitation are unrelated backend/model bugs." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Same broad family only; Qwen-3-8B NVFP4 runtime failure and Qwen3.5 TRL SFT unpacking are distinct bugs." - }, - { - "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram not implemented are unrelated failures." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and code paths: Mistral-3 dtype mismatch versus Qwen-3-8B NVFP4 runtime failure." + "reason": "Different bugs: autocast dtype mismatch on Phi-tiny-MoE vs. an MPS histogram integer limitation." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy behavior is unrelated to TRL SFT embedding unpacking." + "reason": "Different topics: Liger Kernel cross-entropy invocation vs. Qwen3.5 SFT embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but Gemma3 loading and non-pretrained Bert initialization are different triggers." + "reason": "The errors are similar, but the models differ and the reports do not clearly describe the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they refer to different removed commands/tasks and should not be merged." + "reason": "Both are docs-related v5 cleanup items, but they reference different removed commands/tasks and should stay separate." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to an MPS histogram integer limitation." + "reason": "Different issues: autocast dtype mismatch vs. MPS integer histogram support." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking is unrelated to the MPS histogram backend error." + "reason": "Completely different areas: TRL SFT trainer input handling vs. MPS histogram support." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy and Phi MoE autocast mismatch are different training-stack bugs." + "reason": "Different runtime bugs: Liger Kernel cross-entropy path vs. Phi-tiny-MoE autocast mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer kwarg incompatibility are unrelated." + "reason": "Different training-stack failures: DeepSpeed collectives vs. a CustomTrainer API signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to the GenerationMixin import failure." + "reason": "Different bugs: activation-checkpointing/FSDP tensor recomputation vs. GenerationMixin import breakage." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy and a mask shape mismatch are not the same bug." + "reason": "Different problems: Liger Kernel cross-entropy use vs. a tensor mask shape mismatch." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU/runtime failure in GPT-OSS is unrelated to outdated RAG documentation." + "reason": "Different scope: GPU/model runtime failure vs. outdated RAG documentation." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "A corrupted Ovis2 checkpoint and missing Sam3Model text encoder weights are different loading failures." + "reason": "Different model issues: a corrupted checkpoint vs. Sam3 text encoder weights not loading." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility regressions, but they involve different releases and different distributed-config behavior." + "reason": "Different version/regression claims and different triggers; not the same compatibility bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -553,7 +484,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 2, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -618,8 +549,8 @@ "issue:43901|issue:44512", "issue:45823|issue:46294", "issue:45237|issue:45901", - "issue:44841|issue:45823", "issue:43039|issue:44560", + "issue:44841|issue:45823", "issue:43975|issue:46015", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -653,20 +584,20 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "e5e190a0247b02a27048f4e1e7fc8955f5e980b354e048cf91aca413edebcfa0", + "prepared_review_unit_hash": "5d490900840be061f3085869359604af1a2badd530fbe6e6e53f3795910aca6a", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39729, + "serialized_chars": 39731, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -675,232 +606,265 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar (shared error words or broad subsystem names) and do not look like the same bug. The only strong duplicate family here is the AutoTokenizer token-ID regression, where the broader v5 issue subsumes the Granite-specific report.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45920 is the broadest and most central duplicate-family candidate: it describes the same AutoTokenizer v5 token-ID regression across multiple model families, while issue:45812 is a narrower Granite-only manifestation.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue representative because it has the widest reported impact, is still open, and cleanly captures the shared tokenizer regression across several models.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failure domains: vLLM/PaddleOCR-VL load error vs PyTorch distributed build/support regression." + "reason": "Different failures: vLLM/PaddleOCR-VL model loading vs a PyTorch USE_DISTRIBUTED=0 compatibility break." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError-on-ZeRO-3 reports, but the models and triggering paths differ too much to treat as one bug without stronger evidence." + "reason": "Both are zero3/index errors, but the affected models and trigger paths differ (Gemma3 loading vs BertModel init)." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute missing in vLLM is unrelated to the Qwen3 auto-device-map CUDA assert." + "reason": "Gemma3 sliding_window_pattern with vLLM is unrelated to Qwen3 auto device mapping cuda asserts." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage type lookup failure is unrelated to the USE_DISTRIBUTED=0 support issue." + "reason": "Float8 storage lookup failure is a different compatibility issue than the USE_DISTRIBUTED=0 breakage." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation changes and different underlying behavior." + "reason": "One is a pipeline docs mismatch; the other is unrelated docs about a removed run command." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video chat-template token mismatch are different model-path problems." + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video chat-template mismatch are different code paths." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD/GPT-OSS backend failure is unrelated to the table-question-answering crash." + "reason": "GPT-OSS on AMD GPUs is unrelated to table-question-answering crashes." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Processor failure for Voxtral is a different code path from Gemma4 PLE device mismatch." + "reason": "Liger kernel cross-entropy dispatch and Qwen3.5-vl StopIteration are separate bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Liger Kernel cross_entropy usage and Qwen3-vl video StopIteration are not the same underlying bug." + "reason": "Different model processors and different symptoms: Voxtral processor failure vs Gemma4 PLE device mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to outdated RAG docs." + "reason": "A detokenization regression is unrelated to outdated RAG documentation examples." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to documentation examples." + "reason": "NemotronH checkpoint loading is unrelated to documentation content." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 incompatibility are different global regressions." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same underlying v5 AutoTokenizer regression: both report wrong token IDs across model families, with 45920 being the broader umbrella." + "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." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH loading failure are distinct model-specific problems." + "reason": "Checkpoint corruption for Ovis2 is not the same as NemotronH load failure." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to the PyTorch distributed toggle regression." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to PyTorch distributed build compatibility." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG docs updates." + "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to RAG docs updates." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different model families and appear to be different bugs." + "reason": "Both mention sliding_window, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE model issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch during generation and ZeRO-3 BertModel zero-size tensor error are not the same issue." + "reason": "Both are index errors, but they arise from different models and zero3/train-loading scenarios." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper cannot run and table-question-answering crashes are unrelated." + "reason": "Whisper loading/runtime failure and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different failures." + "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are different model-specific problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility issues." + "reason": "Torch 2.10 incompatibility and a v5.4.0 pydantic PretrainedConfig break are separate compatibility issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 BertModel index error and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." + "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": "DeepSeek detokenization regression is unrelated to table-question-answering crashes." + "reason": "Detokenization regression does not match table-question-answering task crashes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load/run failure and pydantic model regression are unrelated." + "reason": "Whisper loading issues are unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both concern Qwen3.5 chat, but one is a model crash and the other is a streaming chat/completions API failure; not enough to merge." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure with different symptoms." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to table-question-answering." + "reason": "Qwen-3-8B-NVFP4 inference failure is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern error and Gemma4 PLE device mismatch are different model-path issues." + "reason": "Gemma3/vLLM config attribute error is unrelated to Gemma4 forward device mismatch." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming failure is unrelated to the MoE MPS histogram op limitation." + "reason": "Streaming inference failure in Qwen3.5 is unrelated to an MPS histogram dtype error in moe code." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram_mps integer support error are distinct MoE issues." + "reason": "Grouped_mm tracing failure and MPS histogram dtype error are different execution paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "MoE tracing/grouped_mm failure and autocast dtype mismatch are different runtime problems." + "reason": "torch dynamo tracing failure in Mixtral is not the same as the autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and a Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated breakages." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility is separate from Gemma4 device-map mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they affect different models and loading stacks." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss architecture support." + }, + { + "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." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexError-ish, but one is a mask/tensor shape mismatch and the other is TRL SFT unpacking failure; different code paths." + "reason": "Mask/index shape mismatch and Qwen3.5 input-embedding unpacking failures are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model regression are different v5 issues." + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to tied-weights issues on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing error in Mixtral and GPT-OSS tensor-parallel failure are different MoE bugs." + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different MoE problems." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate family\u2014issue:45812 with issue:45920\u2014is well supported by the titles. The remaining soft-edge verdicts stay conservative and do not overclaim equivalence from superficial similarity alone." - }, - "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 }, @@ -909,7 +873,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 3, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -989,9 +953,9 @@ "issue:44360|issue:44512", "issue:44863|issue:45005", "issue:45183|issue:46463", - "issue:46489|issue:46491", "issue:44918|issue:45507", "issue:44492|issue:44512", + "issue:46489|issue:46491", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -999,223 +963,229 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "4a273d5888c6e9d01ad4d9fb4214ea7ad322b355dc824eaacd5a0caa5ac296c0", + "prepared_review_unit_hash": "2ff7098f9456a00af09e87dc1c459b8af587098d3642b00b1cbb055e07a82103", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grouping of unrelated Transformers bug reports. The only clear duplicate chain is the non-persistent-buffer regression in v5.x, where 43644 and 44534 appear to be the same underlying bug as 43950. Most other pairs are only superficially similar and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "43950 is the clearest, most specific report of the duplicated v5 non-persistent-buffer corruption bug (`from_pretrained` + `register_buffer(persistent=False)`), and it matches the duplicate reports 43644 and 44534 best.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest canonical issue candidate because it describes the root regression precisely and has the most actionable reproduction context among the matching reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: empty-init helper argument handling vs a pydantic `PretrainedConfig` field regression." + "reason": "Different regressions: unexpected `_is_hf_initialized` during empty-weight loading vs a `PretrainedConfig`/pydantic field break." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different functionality: GGUF architecture support vs a streaming chat/completions failure." + "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." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic field regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic `PretrainedConfig` regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are version-compatibility complaints, but they target different failure modes and code paths." + "reason": "A broad `remote_code` breakage and a torch/Transformers version incompatibility are too different to merge." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video feature/token mismatch." + "reason": "Both are multimodal input issues, but image preprocessor dtype mismatch and video token/feature mismatch are different code paths." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Distinct runtime errors in different paths: torch dynamo grouped_mm tracing vs float8 storage lookup." + "reason": "Different failures: torch dynamo tracing on Mixtral grouped_mm vs missing `Float8_e4m3fnStorage` lookup." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both mention video input, but one is a broad v5.3 regression and the other is a chat-template mismatch for one model." + "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." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but the mask-shape mismatch and ZeRO-3 zero-size tensor issue are different bugs." + "reason": "Both are size-mismatch/index errors, but they occur in different models and contexts; not the same underlying bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is an embedding-quality complaint and the other is an AutoModel/pipeline correctness issue." + "reason": "Both concern SigLIP2 output quality, but one is text-embedding degradation and the other is AutoModel/pipeline nonsense results." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different underlying problems: config unwrapping vs uninitialized rotary embedding materialization." + "reason": "Composite-config unwrapping in `from_config` is unrelated to rotary embedding state becoming uninitialized after materialization." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` is unrelated to the TRL SFT embedding-unpacking failure." + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking with TRL are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different subsystems and symptoms: multimodal preprocessing vs trainer/input unpacking." + "reason": "Both are model-loading/input problems, but image preprocessor dtype mismatch and SFT trainer embedding unpacking are separate bugs." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook model-definition/init regression is unrelated to flash-attn fallback gating." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated reports: perplexity on gpt-oss-20b vs GLM5." + "reason": "Perplexity on gpt-oss-20b and a bare GLM5 issue do not indicate the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom code loading, but one is a cache-path collision and the other is loading the wrong saved module." + "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." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weights problems, but on different model families and likely different root causes." + "reason": "Untied `lm_head` weights in Mistral3 are unrelated to translation-model tied-weight handling in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Fine-grained FP8 model failure is unrelated to flash-attn fallback behavior." + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different failures." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as the tied-weights translation-model regression." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different bug from tied-weight handling." + "reason": "Quantization offloading behavior and tied-weight translation-model regressions are distinct issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer bug and a documentation typo are not duplicates." + "reason": "A DSA indexer discussion and a docs-only removed-command issue do not describe the same underlying problem." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to translation tied-weights behavior." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model changes." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are input-validation error-message issues, but one is a broad XOR-logic bug and the other is T5-specific; insufficient evidence of the same root cause." - }, - { - "left": "issue:46489", - "right": "issue:46491", - "accept": false, - "reason": "Different tokenizer regressions affecting different models and different round-trip symptoms." + "reason": "Both are validation/error-message issues, but one is a broad XOR validation bug and the other is T5 decoder-input messaging." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unpacking Qwen3.5 embeddings in TRL is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Qwen3.5 input-embedding unpacking with TRL and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed-doc-command issue are unrelated documentation bugs." + "reason": "A typo in cache strategies and stale docs mentioning a removed command are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one shared code-path bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different problems: DeepSeek-Coder detokenization regression vs Qwen NVFP4 runtime failure." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/runtime failures." + "reason": "Qwen-3-8B-NVFP4 execution failure and GraniteMoEHybrid invalid-method calls are different model/runtime issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression; the titles describe the same bug in different words." + "reason": "These describe the same v5 non-persistent-buffer regression: `register_buffer(persistent=False)` state is being corrupted/junk-filled on load/materialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors and a text-embedding quality regression are not the same issue." + "reason": "SigLIP2 documentation example errors and SigLIP2 text-embedding quality regressions are different problem reports." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same non-persistent-buffer junk/corruption regression in Transformers v5." + "reason": "These describe the same non-persistent-buffer regression in v5: buffers registered with `persistent=False` are corrupted/junk-filled during load/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "`compute_loss` signature break and DeepSpeed ZeRO-3 index-out-of-bounds are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The only clearly supported duplicate chain is the v5 non-persistent-buffer corruption regression (43644 / 44534 / 43950), and the remaining soft-edge rejections are conservative based on the titles. Minor caveat: phrases like \"most actionable reproduction context\" are not directly supported by the packet, so keep that wording a bit softer in future summaries." + "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." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1225,7 +1195,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 4, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -1295,42 +1265,42 @@ "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:43054|issue:43493", - "issue:41553|issue:43881", "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:42947|issue:43856", "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:44991|issue:45399", - "issue:43782|issue:44960", "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:45715|issue:46315", "issue:43742|issue:45399", + "issue:45715|issue:46315", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "84d287f55ee3beb1e96fc6ab23d327641f9abaea3682f0b32f9bf76726acac7b", + "prepared_review_unit_hash": "7e653def041d74d0faa6a3272cfc0afa199a2afeda0ec60e6cd45b61322521d3", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37920, + "serialized_chars": 37919, "estimated_input_tokens": 9480, "estimated_eval_tokens": 19216 }, @@ -1339,210 +1309,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports (tokenizers, remote code, MoE/FSDP/precision, model-loading, and performance regressions). The soft pairs are thematically similar but do not look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "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-style report in the set, centered on recent Transformers version regressions affecting remote-code model loading, which makes it the best single issue to anchor the cluster even though the cluster is not truly one duplicate group.", + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: recent transformers versions breaking remote-code/model-loading paths across multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative/high-level issue in this mixed set; it is broader and more central than the narrowly scoped model-specific regressions, so it is the best issue to keep as the cluster anchor.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention Qwen3.5/position_ids and dtype/attention failures, but one is a Flash Attention illegal-access crash and the other is an RLHF NaN/SDPA-BF16 regression; different failure modes and code paths." + "reason": "Different concrete bugs: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 flash-attn/SDPA position_ids crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage compatibility errors, but they involve different concrete breakages: bitsandbytes Int8Params constructor mismatch vs missing Float8 storage lookup." + "reason": "Unrelated failures: bitsandbytes Int8Params init incompatibility vs missing Float8 storage object." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions, but one is a broad wrong-token-IDs issue across many models while the other is a DeepSeek-Coder v1-specific output bug tied to a particular prior PR gap." + "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." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "One is a corrupted checkpoint/model artifact problem; the other is a generic logging/noise issue when loading transformers. They are unrelated." + "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both discuss tokenization/model quality changes across versions, but one is a SigLIP2 text-embedding quality complaint and the other is a tokenizer-version behavior change; not the same bug." + "reason": "SigLIP2 embedding quality regression is different from a generic tokenization-change report." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "One is a from_pretrained buffer persistence corruption regression; the other is uninitialized memory in a specific MoE rotary embedding after meta-to-empty materialization. Different mechanisms." + "reason": "Both involve loading/materialization, but one corrupts non-persistent buffers and the other reads uninitialized inv_freq memory." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are about SigLIP/SigLIP2 outputs, but one reports zero probabilities while the other reports worse text embeddings and a JAX/HF discrepancy; not the same underlying defect." + "reason": "Same model family, but zero probabilities and poor text embeddings are distinct failure modes." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Both are loading-time errors, but one is an AutoTokenizer error for Voxtral and the other is a missing attribute on MolmoForCausalLM. Different models and different faults." + "reason": "Voxtral AutoTokenizer error-message bug is unrelated to Molmo's missing all_tied_weights_keys attribute." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5 and rotary/position handling, but one is a Flash Attention crash from 3D position_ids and the other is CPU offload incompatibility in a MoE rotary embedding. Not mergeable as one bug." + "reason": "FlashAttention illegal-memory access from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/gradient problems with PEFT/LoRA or quantization, but one is gradient checkpointing not taking effect and the other is increased CUDA reserved memory leading to OOM. Different root causes." + "reason": "Gradient checkpointing/LoRA effectiveness and int4 reserved-memory OOM are separate memory-related issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError from per-layer shared_kv_states rebuilding is unrelated to Qwen3_5Moe rotary embedding uninitialized memory." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5MoeTextRotaryEmbedding initialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2 discrepancies, but one is a subjective embedding quality regression and the other is a specific HF-vs-JAX implementation mismatch. Related area, not duplicate." + "reason": "SigLIP2 performance regression is not the same as HF vs JAX implementation discrepancy." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "Voxtral AutoTokenizer loading and glm-4v-9b loading failures are separate model-specific issues with different error paths." + "reason": "Generic loading noise is not the same as failure to load vesteinn/ScandiBERT." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Generic loading noise versus failure to load a specific model (ScandiBERT). Same broad subsystem, not the same bug." + "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different issues." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight shape error during training is unrelated to the early-stopping metric-for-best-model warning/disablement issue." + "reason": "DeepSpeed weight-shape runtime error is unrelated to early-stopping metric configuration." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "One is incorrect detokenization for a specific model; the other is a Python 3.13 import_utils KeyError for flash_attn. Different components." + "reason": "Tokenizer detokenization regression and flash_attn import error on Python 3.13 do not share the same bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both involve loading/reporting issues, but one is generic load noise and the other is a specific tokenizer/model load failure for cjvt/sleng-bert." + "reason": "Generic transformer-loading noise is not the same as a specific tokenizer load failure for sleng-bert." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Both are training/memory related, but one is checkpointing not working with LoRA and the other is inefficient memory usage in Qwen3 MoE training. Different fixes." + "reason": "Missing fields in AutoConfig with trust_remote_code=True is narrower than the broader remote_code breakage report." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Both touch config/loading regressions, but one is missing fields from AutoConfig with trust_remote_code and the other is a broad remote_code compatibility issue. Too broad to call duplicate." + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory inefficiency are distinct training regressions." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FineGrainedFP8Config failure are distinct model/config-specific problems." + "reason": "Gemma3 ZeRO-3 loading index error is not the same as Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram_int error in MoE and Gemma4 PLE device mismatch under device_map=auto are unrelated backend/device-placement bugs." + "reason": "MPS histogram integer limitation and Gemma4 device-mismatch in forward are separate bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model and fallback-to-flash-attn2 blocking are different code paths and symptoms." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated model-loading failures." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params initialization." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Importing Qwen2.5-VL class and bitsandbytes Int8Params constructor mismatch are different failures with no shared fix path." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading errors, but one is glm-4v-9b loading failure and the other is a missing all_tied_weights_keys attribute on MolmoForCausalLM." + "reason": "glm-4v-9b loading failure and Molmo's missing tied-weights attribute are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and Gemma4 PLE device-mismatch are not the same bug; they only share a recent-version symptom surface." + "reason": "Remote-code regression is much broader than Gemma4 PLE device-mismatch in forward." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping failure when adding a new model-like entry is a narrow registry bug, not the broader remote_code loading regression." + "reason": "Tokenizer mapping/add-new-model-like failure is a different code path from remote_code breakage." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "One is a tokenizer regex patch crash with a backend_tokenizer attribute error; the other is a flash-attn2 fallback gating issue. Different fixes." + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are different subsystems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Both involve model execution on specialized hardware paths, but one is an autocast dtype mismatch in Phi MoE and the other is a Gemma4 device-map placement issue." + "reason": "Phi-tiny-MoE dtype mismatch is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x for Qwen3 MoE and a warning about tie_word_embeddings in Qwen3.5-27B are not the same underlying bug." + "reason": "Qwen3 MoE LoRA incompatibility across hf versions and a tie_word_embeddings warning are not the same issue." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Both are tokenizer-performance regressions, but one is convert_ids_to_tokens rebuilding all_special_ids per iteration and the other is slow convert_tokens_to_ids for slow tokenizers with many added tokens." + "reason": "MobileLLM-125M key error is unrelated to flash-attn2 fallback gating." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Key error loading a specific model and flash-attn2 fallback blocked by other checks are unrelated." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are version regressions around loading/tokenization, but one is a broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec/fix_mistral_regex regression." + "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are related only at a high level." } ] }, @@ -1558,7 +1528,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 5, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -1623,8 +1593,8 @@ "issue:42915|issue:43872", "issue:43792|issue:44220", "issue:36331|issue:41093", - "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1638,222 +1608,222 @@ "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:43638|issue:46515", - "issue:45325|issue:45902", "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": "dd81da81ec84b85512966db22ccd9f8e38b566307ccfa1caa8eae0730922f49b", + "prepared_review_unit_hash": "ca9c3a2fe58bfac50877bef208d0a7e71610f192af54b2b154734dc11d415e5a", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only strongly supported duplicate pairs are the `_is_hf_initialized` / bitsandbytes loading regression and the repeated mask-shape IndexError. The other same-theme pairs look related at the title level but the packet does not establish a shared underlying defect strongly enough to merge them.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44291 is the clearest representative bug report: it names the concrete `init_empty_weights` / `_is_hf_initialized` incompatibility and describes the loading failure directly.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the most actionable and self-contained issue in the cluster, and it best captures the core loading-regression theme.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but they target different model families and the packet does not show the same root cause." + "reason": "Related tokenizer regressions, but they describe different model families and different concrete failures; not the same code path." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "This is a plausible docs-theme match, but the packet only supports a broad documentation similarity, not a confirmed duplicate defect." + "accept": true, + "reason": "Both are v5 docs regressions about removed pipeline-task references lingering in documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bugs: untied `lm_head` in Mistral3 versus a `from_pretrained()` non-persistent buffer regression." + "reason": "Mistral3 lm_head tying is unrelated to silent corruption of non-persistent buffers." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` / `init_empty_weights` loading incompatibility, with matching failure mode and context." + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility; 44291 is a fuller reproduction of the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both involve loading behavior, but the Qwen3MoE FP8 case is a different code path from the bitsandbytes `_is_hf_initialized` bug." + "reason": "Qwen3Moe FP8 config failure and bitsandbytes init-arg incompatibility are different bugs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper audio issues are related by theme, but the packet does not clearly establish the same underlying feature-extraction defect." + "reason": "Whisper load failure and `_torch_extract_fbank_features()` failure are different surfaces without a shared concrete root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "A trainer-signature error and a mask/tensor shape mismatch are distinct failures." + "reason": "`compute_loss` signature mismatch and tensor-mask shape mismatch are unrelated failures." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a LoRA behavior issue and the other is a missing flag on a trust_remote_code model." + "reason": "One is missing Qwen3 MoE weight conversion under accelerate+deepspeed; the other is GAS gradient averaging with `model_accepts_loss_kwargs=True`." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Same DeepSpeed/Qwen ecosystem, but the defects differ: weight conversion/loading versus gradient averaging with GAS." + "reason": "LoRA gradient-checkpointing ineffectiveness and a missing `supports_gradient_checkpointing` flag are not the same issue." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading problems, but the packet does not show the same underlying cause." + "reason": "Bad Voxtral AutoTokenizer error messaging and est-roberta tokenizer load failure are different model-specific problems." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen variants and likely different missing-module paths." + "reason": "Both involve Qwen + ZeRO-3 weight loading, but the reports point to different model families and different concrete failure modes." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different architectures and different load failures; no strong evidence of one bug." + "reason": "GLM-4.7-Flash loading and NemotronH checkpoint loading are unrelated model implementation issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "The Qwen3.5 RLHF/position-id issue and the flash-attention `s_aux=None` crash are unrelated code-path problems." + "reason": "Qwen3.5 RLHF NaNs from position-id / SDPA fallback are unrelated to the flash_attention `s_aux=None` crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-vs-tensor length mismatch IndexError, just reported with different concrete sizes." + "reason": "Same mask-vs-tensor length mismatch IndexError; 44805 is the more generic duplicate wording." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "The titles suggest a common Qwen video regression, but the packet does not clearly prove the same defect." + "reason": "Both are Qwen VL video regressions, but the reports do not clearly establish the same exact bug or patch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both concern loading behavior, but one is about a Voxtral error message and the other about a specific model load failure." + "reason": "Voxtral tokenizer messaging and sleng-bert tokenizer load failure are different tokenizer problems." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training shape error and void-segmentation-map processing are unrelated." + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures on unrelated architectures." + "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weight loading are separate model-loading bugs." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A BERT ZeRO-3 out-of-bounds error is not the same as a torch 2.4.1 incompatibility." + "reason": "ZeRO-3 Bert out-of-bounds indexing and torch 2.4.1 incompatibility are not the same failure." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttention `linear_attention` crash and NemotronH checkpoint loading are different defects." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained BERT ZeRO-3 out-of-bounds and torch-version incompatibility are separate regressions." + "reason": "The Bert zero3 init index error is unrelated to the torch 2.4.1 incompatibility report." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen rotary/video-ish internals, but the packet does not establish the same failure mechanism." + "reason": "GGUF gpt-oss support request and Qwen3-MoE sliding_window behavior are not the same change." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to the Qwen3-MoE `sliding_window` issue." + "reason": "Qwen2.5-VL RoPE scaling and Qwen3_5Moe `inv_freq` initialization are different rotary-embedding bugs." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared-state rebuild and PLE device-map mismatch are different bugs." + "reason": "Gemma4 FSDP2 `shared_kv_states` KeyError and device-map forward mismatch are different forward-pass problems." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as the Qwen3-VL video `StopIteration` regression." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo cross-track leakage and Whisper empty-transcription generation are unrelated." + "reason": "AudioFlamingo3 cross-track token leak and Whisper empty-transcription handling are different bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + "reason": "GGUF gpt-oss support and missing Float8 storage lookup are separate compatibility issues." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 is a separate torch-compatibility issue." + "reason": "Compiled flex_attention on torch>=2.9 and a torch 2.4.1 incompatibility are different version-specific failures." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but a few soft-edge accepts are stronger than the packet supports. In particular, the Whisper pair and the Qwen video pair look related by title, but the packet does not clearly establish the same underlying defect, so calling them duplicates is a bit too assertive. The `_is_hf_initialized` and mask-shape pairs are well supported; the rest should be kept more tentative." + "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." }, "evaluator_used": true, "retried": true, @@ -1866,7 +1836,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 6, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -1932,15 +1902,15 @@ "issue:44560|issue:44918", "issue:43550|issue:44910", "issue:42617|issue:43366", - "issue:45823|issue:46515", "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:44877|issue:45030", "issue:43638|issue:44661", + "issue:44877|issue:45030", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:43317|issue:44756", @@ -1953,25 +1923,25 @@ "issue:44451|issue:44488", "issue:42491|issue:45276", "issue:44960|issue:44977", - "issue:45313|issue:45357", "issue:45507|issue:46468", + "issue:45313|issue:45357", "issue:43644|issue:43645", "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "172317dfc0020cba52e95b8a415baeaac44d8b2aadb6a3cfaccdc9b2afdaabee", + "prepared_review_unit_hash": "09ee90cf298f80300c3896645e15a1b1e490e9ed49b56751253633a7c16c8d13", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37432, + "serialized_chars": 37431, "estimated_input_tokens": 9358, "estimated_eval_tokens": 18972 }, @@ -1980,216 +1950,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct regressions, with only a few clear duplicate pairs around custom model initialization, SigLIP2 output behavior, and non-persistent buffer handling.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it has a precise regression title and a confirmed near-exact duplicate (issue:44534) describing the same non-persistent buffer corruption bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue candidate because it is narrowly scoped, clearly described, and directly represents a duplicated transformers v5 regression.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different failures: buffer corruption during loading vs. Kosmos2.5 OCR index error." + "reason": "Both are model-loading failures, but the symptoms and models differ; no clear same underlying bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated models and code paths: Qwen3-VL video embedding error vs. MoE MPS histogram issue." + "reason": "Different models and different failure modes (video StopIteration vs MPS histogram support error)." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure for a missing class is not the same bug as meta-device loading breakage." + "reason": "An import/export issue for a specific class is not the same as meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading failure are different root problems." + "reason": "Different code paths: Qwen3Moe FP8 failure vs generic meta-device loading regression." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report Transformers 5.0 breaking custom model initialization; 43645 is the notebook-specific manifestation of the broader regression." + "reason": "These describe the same custom-model initialization regression; the notebook mention in 43645 is just a usage context, not a different bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen variants and different failure modes; no concrete shared bug is evident." + "reason": "Both mention Qwen3-related models, but the failures are unrelated (video processing vs SFT embedding unpacking)." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and distinct attention/compile code paths; not the same concrete bug." + "reason": "Different attention/compile paths and different models; not the same concrete bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss architecture support." + "reason": "Completely different features: a script execution problem versus GGUF architecture support." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Device-mismatch forward bug is unrelated to a torch version incompatibility report." + "reason": "Unrelated import error and Qwen3Moe FP8 runtime failure." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:45823", + "right": "issue:46515", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + "reason": "A Gemma4 device-mapping bug and a generic torch version incompatibility are not the same issue." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer issues, but they affect different models and likely different loader paths." + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like one shared bug." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Model-list generation bug and Gemma4 device mismatch are unrelated." + "reason": "Tokenizer-mapping helper failure versus Gemma4 forward device mismatch; different code paths." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video embedding StopIteration and mask-shape IndexError are unrelated failures." + "reason": "Different runtime errors with no shared concrete cause." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both describe SigLIP2 producing bad outputs; 43994 is the broader AutoModel/pipeline symptom of the same regression." + "reason": "Same SigLIP2 model producing wrong/degenerate outputs; 43994 looks like a broader re-report of the same regression." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long-input indexing." + "reason": "Different regressions: initialization flag handling versus OCR long-input indexing." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "Both mention stricter config validation, but the model/config failures are not concrete duplicates." + "reason": "ZeRO-3/Bert initialization bug is unrelated to tokenizer-mapping-name handling." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Zero3 BertModel indexing failure is unrelated to tokenizer-mapping model addition logic." + "reason": "Both are config-loading complaints, but they appear to be separate model-specific validation problems." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 init BertModel issue is unrelated to tokenizer mapping failures." + "reason": "Different failures: zero-sized partition indexing versus tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and tensor mask shape mismatch are different bugs." + "reason": "No shared code path; tokenizer mapping and mask-shape indexing are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized model offload failure and mmap OOM on Strix Halo are different loading problems." + "reason": "Different loading/placement problems with no evidence of the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but the docs/example issues are not the same concrete runtime bug." + "reason": "Related to SigLIP2, but one is an output-regression report and the other is a docs/example mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent buffer regression, described almost verbatim." + "reason": "These are the same non-persistent-buffer regression in Transformers 5.0.0, just worded differently." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + "reason": "Different model/runtime issues; sharing 'loading' language is not enough." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device mapping cuda assert and FineGrainedFP8Config failure are different bugs." + "reason": "Different Qwen3-family failures with different triggers and symptoms." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior." + "reason": "Qwen3Moe FP8 failure and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config/config state; not the same bug." + "reason": "Both mention dtype, but one is checkpoint loading behavior and the other is from_config metadata staleness." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both fail to load different models, but there is no clear evidence of a shared concrete root cause." + "reason": "Same broad 'model won't load' theme, but the titles indicate two distinct model-specific regressions without stronger evidence." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA compatibility on qwen3_moe is unrelated to gemma4 token embedding resizing." + "reason": "LoRA/Qwen3_moe compatibility and Gemma4 resize_token_embeddings are unrelated problems." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are distinct model-specific issues." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "ZeRO-3 weight loading and save_pretrained visual-key regression are different paths and bugs." + "reason": "Different models and different generation/attention issues." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + "reason": "GraniteMoEHybrid invalid-method bug and Nemotron example breakage are not the same change." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "They are related to Transformers 5 custom initialization, but 43645 is a notebook-specific symptom rather than the same exact bug." + "reason": "Both are Transformers 5 regressions around custom models, but one is buffer corruption and the other is initialization behavior; too different to merge." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but on different models with no clear shared code-path evidence." + "reason": "Different affected models and different tokenizer-loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Overall grounded and conservative. The selected anchor issue and the accepted duplicate pairs are supported by the titles and similarity in the packet. Minor caution: phrases like \"confirmed near-exact duplicate\" are a bit stronger than the packet explicitly proves, but the inference is still reasonable from the provided evidence." + "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." }, "evaluator_used": true, "retried": false, @@ -2202,7 +2166,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 7, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -2261,10 +2225,10 @@ ], "soft_pairs": [ "issue:43708|issue:44075", - "issue:43856|issue:43873", "issue:39692|issue:43994", - "issue:43854|issue:43931", + "issue:43856|issue:43873", "issue:43856|issue:44387", + "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:42491|issue:45292", "issue:42491|issue:43931", @@ -2275,15 +2239,15 @@ "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:43425|issue:43957", - "issue:43404|issue:43454", "issue:44402|issue:44488", "issue:41720|issue:44155", + "issue:43404|issue:43454", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:43873|issue:44387", + "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:44291|issue:44756", "issue:36010|issue:39404", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44387|issue:44756", "issue:44292|issue:44912", @@ -2296,250 +2260,250 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "e3f4480402b4098cfbb1ec97bfa3645b6e55eb299ce39449f38d4ff3e0c4fc05", + "prepared_review_unit_hash": "cdfeb3e51c979d1dd8b19bfdf340ea2dcdc52f0178a06221991f6c7299e00b11", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38254, - "estimated_input_tokens": 9564, - "estimated_eval_tokens": 19384 + "serialized_chars": 38251, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated model- or subsystem-specific bug reports. The only plausible duplicate pair is the Gemma4/general `resize_token_embeddings` regression cluster; the rest should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broadest representative of the resize-token-embeddings regression: it states the core failure on `output_embeddings`, while the Gemma4 report is a narrower variant affecting additional tied embedding modules.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best global issue candidate because it captures the underlying shared symptom in the most general form and is more likely to aggregate related reports than the model-specific variant.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different training-time bugs: checkpoint resumption/max-steps calculation vs SGD optimizer args not being applied." - }, - { - "left": "issue:43856", - "right": "issue:43873", - "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same code-path bug." + "reason": "Different problems: trainer checkpoint resumption/max_steps vs SGD optimizer arguments not being used." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a broken doc example and the other is wrong inference results from AutoModel/pipeline; different underlying failures." + "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a model/pipeline output regression." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Different models and different load failures; no evidence they share the same root cause." + "reason": "Different failure modes: Qwen3 MoE training memory usage vs quantization/offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training and the other is int4 quantization OOM/regression; too broad to merge." + "reason": "Both mention memory/quantization, but they are distinct regressions with different symptoms and code paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Separate model-loading bugs for different models with different mismatch symptoms." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion problem vs GLM-4.7-Flash load issue; unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading in tests." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA qwen3_moe hf4.x vs hf5.x compatibility issue is not the same as resize_token_embeddings failing to update embeddings." + "reason": "LoRA hf4.x vs hf5.x compatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model/version-loading problems with no shared concrete code path." + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs Qwen3-VL weight shape mismatch on load." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Both concern model/quantization behavior, but one is a GLM5 issue and the other is save/load of sinq-quantized models; distinct bugs." + "reason": "Different topics: GLM5 issue vs quantized-model save/load corruption." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override issue for DeepSeek and the other is wrong token IDs for Granite; different failure modes." + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families; no clear shared concrete bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor `_tokenizer` attribute error are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading/saving internals, but extra_state handling and `_is_hf_initialized` arg errors are separate regressions." + "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights argument compatibility." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Very similar symptom, but they affect different model implementations (`gemma4` vs `t5gemma`) and do not clearly share one concrete fix." + "reason": "Both are resize_token_embeddings complaints, but they hit different model implementations and do not clearly share one fix." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is packed-sequence/position_ids misinterpretation and the other is `s_aux=None` attribute handling; different bugs." + "reason": "Different flash-attention crashes with different triggers and stack failures." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model loading failure are separate issues." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both are untied `lm_head` weights, but in different model classes/code paths; not enough to merge as one bug." + "reason": "Torch version incompatibility is unrelated to meta-device model loading failures." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both relate to tokenizer/vocab inconsistencies, but the affected models and reported failures differ." + "reason": "Similar tokenizer/load wording, but the reports concern different models and no identical underlying defect is evident." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map CUDA assert vs AudioFlamingo3 track leakage are unrelated." + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Completely different models and failure types: SigLIP2 docs/load issues vs GLM5/quantization." + "reason": "Both are weight-tying bugs, but they are model-specific implementations rather than the same concrete defect." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Unrelated models and failures: SigLIP2 docs/quantization vs GLM5 loading." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading not working and the other is reserved-memory growth leading to OOM; too generic to treat as duplicates." + "reason": "Quantization/offloading complaints, but different regressions and different root causes." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug vs Qwen 3.5/3.6 composite config unwrapping bug are different code paths." + "reason": "Gradient checkpointing behavior in PEFT is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "`init_empty_weights` loader arg handling and Strix Halo mmap OOM are unrelated." + "reason": "Gemma4 FSDP2 key error and Qwen multimodal config unwrapping are different model-specific bugs." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` vs Whisper pipeline `return_language` regression are separate issues." + "reason": "Importing GenerationMixin and Whisper pipeline return_language 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." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention-state bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + "reason": "Different Qwen/Gemma bugs with distinct forward/offload behavior." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different memory/OOM reports with no shared concrete mechanism." + "reason": "Int4 quantization OOM and mmap disablement are different memory-related issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization backends and models; not the same underlying bug." + "reason": "Different models and quantization formats; not the same underlying bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio token leakage between tracks and Gemma4 device-map mismatch are unrelated." + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 device-mismatch forward failures." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression is not the same as mmap causing OOM on Strix Halo." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation bug in SwitchTransformers and Gemma4 FSDP2 attention bug are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing in PEFT LoRA vs eval-mode checkpointing restriction are different issues." + "reason": "Checkpointing ineffective in PEFT does not match the eval-mode restriction bug." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example-script breakage; too little evidence of a shared root cause." + "reason": "Nemotron checkpoint loading and a broken Nemotron example may be related thematically, but not clearly the same concrete bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MOE MPS histogram dtype error and the Nemotron example issue are unrelated." + "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize-token-embeddings regression: the Gemma4 report is a narrower instance of the broader `output_embeddings` failure." + "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." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state save/load bug and Strix Halo mmap OOM are unrelated." + "reason": "Extra_state serialization and mmap/OOM behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is well-grounded in the packet. The 45276/45292 pair is the only clearly mergeable duplicate, and the rest of the soft-edge rejections stay conservative given the titles/body summaries. No overstatement of evidence stands out." + "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." }, "evaluator_used": true, "retried": false, @@ -2552,7 +2516,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 8, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -2612,27 +2576,27 @@ "soft_pairs": [ "issue:44479|issue:44877", "issue:43854|issue:45216", - "issue:45684|issue:45698", "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:45292|issue:45335", "issue:43828|issue:43957", + "issue:45292|issue:45335", "issue:43425|issue:43828", "issue:44402|issue:44451", "issue:44589|issue:44756", "issue:45812|issue:46315", - "issue:46315|issue:46491", "issue:44683|issue:45823", + "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:43906|issue:44530", "issue:44479|issue:44805", + "issue:43906|issue:44530", "issue:44589|issue:45084", "issue:44265|issue:44898", "issue:43901|issue:44509", @@ -2641,172 +2605,172 @@ "issue:43994|issue:44079", "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "236d5d056b1c4b94170a89cc7e2733c2880728c12afa66db12cc461b0290163e", + "prepared_review_unit_hash": "5fca6f2e3509d153ebff21d7e7b599c112cfc77c979298b4daf13dca72c4f149", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36864, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of distinct Transformers v5 regressions with broad tokenizer/model-loading overlap, but only one clear duplicate pair emerged: the resize_token_embeddings embedding-update bug. The rest share subsystems or release context, not the same underlying defect.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings regression; issue:45335 is just the t5gemma-specific manifestation of the same bug.", + "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`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the duplicate cluster because it states the underlying embedding-resize failure in the most general form and would attract the widest set of affected reports.", + "best_issue_reason": "issue:45292 is the clearest canonical issue because it states the generic regression and can cover the T5Gemma-specific duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", - "right": "issue:44805", + "right": "issue:44877", "accept": false, - "reason": "Both involve model input behavior, but one is a video-regression report and the other is a generic mask-shape index error; different bugs." + "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 unit-test loading issue versus a Qwen3.5 save_pretrained checkpoint regression." + "reason": "Different model failures: GLM-4.7 unit-test loading vs Qwen3.5 save_pretrained checkpoint correctness." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Both touch save/from_pretrained for custom models, but one is about read-only source-file permissions and the other about loading the wrong custom module; not the same defect." + "reason": "One is checkpointing in eval mode; the other is a Qwen3.5 RLHF NaN/fallback issue. Not the same bug." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Eval-mode gradient checkpointing incompatibility is unrelated to the Qwen3.5 RLHF NaN caused by 3D position_ids/SDPA fallback." + "reason": "Related custom-model save/load area, but different concrete bugs: read-only source-file permissions vs loading the wrong custom module." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash_attention sink handling versus Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Different code paths: flash_attention sinkless crash vs Gemma-4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but one is BPE marker handling and the other is continue_final_message logic for mistral_common; not the same bug." + "reason": "Both involve mistral/tokenizer behavior, but one is BPE marker handling and the other is `continue_final_message` logic." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to incorrect max_steps calculation when resuming Trainer with changed batch size." + "reason": "Custom model init in Jupyter notebooks is unrelated to Trainer checkpoint resumption math." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load failures are separate issues." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: resize_token_embeddings fails to propagate updated embeddings; 45335 is the t5gemma-specific instance." + "reason": "Both touch model persistence, but notebook custom-model init and `extra_state` handling are different failures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/loading-related, but one is an autocast mismatch in Phi-tiny-MoE and the other is a torch.device('meta') loading regression affecting different models." + "reason": "Distinct issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." + }, + { + "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." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in one model." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size inconsistency and inability to load ScandiBERT may be related in theme, but the reports do not point to the same concrete failure." + "reason": "One is a vocab-size/token placement bug; the other is a specific model-loading failure for ScandiBERT." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM workaround." + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are unrelated failures." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness regression, while convert_tokens_to_ids slowdown is a performance regression." + "reason": "Granite token IDs regression is not the same as a performance slowdown in `convert_tokens_to_ids`." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip bug are different tokenizer issues." + "reason": "Compiled flex_attention torch-compatibility issue is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map auto mismatch are separate execution-path problems." + "reason": "One is a speed regression for many added tokens; the other is a CodeLlama round-trip whitespace bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization change report." + "reason": "Whisper pipeline language return regression is not the same as a general tokenization-version change." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading breakage and notebook custom-model initialization are both v5 custom-model concerns, but they are not the same failure mode." + "reason": "Both involve custom models, but base_model_prefix loading and notebook initialization are different concrete regressions." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is broader and distinct from the Gemma4 device mismatch during forward." + "reason": "Torch 2.10 incompatibility is not the same as a Gemma4 device placement issue." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Global Torch compatibility issue does not match the Mistral-3 image preprocessor dtype mismatch." + "reason": "Torch compatibility and image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated compiler/cache failures." + "reason": "Qwen3.5 PagedAttentionCache crash is not the same as a compilation error for non-template nodes." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Video input regression and mask-shape mismatch are different symptoms with different triggers." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash here." }, { "left": "issue:44589", @@ -2818,43 +2782,43 @@ "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check is a different export-path bug than Perceiver non-default-resolution handling." + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver positional-encoding behavior." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "One is a docs mismatch for return_all_scores; the other is broader docs still listing removed tasks." + "reason": "Both are docs-related, but they concern different pipeline/documentation problems." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility is unrelated to the Qwen3.5 embedding unpacking problem in trl SFTTrainer." + "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with trl SFT trainer." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline breakage and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different bugs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment are distinct bugs." + "reason": "Siglip2 incorrect outputs and ModelOutput key assignment are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet. The one accepted duplicate pair, issue:45292 and issue:45335, is supported by the titles as the same resize_token_embeddings bug in a general vs t5gemma-specific form. The remaining soft-edge rejections are conservative and do not overclaim shared causality." + "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." }, "evaluator_used": true, "retried": false, @@ -2867,7 +2831,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 9, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -2934,41 +2898,41 @@ "issue:43856|issue:44756", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:42796|issue:43404", - "issue:44661|issue:44683", "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:42796|issue:43404", "issue:44488|issue:44987", "issue:44462|issue:46489", - "issue:43611|issue:43644", "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:43582|issue:43632", "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:40990|issue:43421", "issue:43541|issue:45084", "issue:34567|issue:40444", - "issue:42175|issue:46178", "issue:42915|issue:44530", + "issue:42175|issue:46178", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "8665c2fd074987e43281b044a1877835c3167cc7949a50567fb1290bda50dbd7", + "prepared_review_unit_hash": "d222d76e3a0521fd9f4f8a2689e92f7b2188c6de10ba9e50baa5a61c3b774f17", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36154, + "serialized_chars": 36153, "estimated_input_tokens": 9039, "estimated_eval_tokens": 18334 }, @@ -2977,192 +2941,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5 regression reports, with many model/tokenizer loading failures but no clear duplicate pair strong enough to merge. I found no PRs. The best representative issue is the broad model-loading regression around `base_model_prefix`.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43611 is the most representative broad v5 regression report here: it targets a core model-loading path and matches the cluster\u2019s general theme better than the more model-specific reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the strongest single issue to anchor the cluster because it is generic, clearly regression-focused, and covers a central load-path failure.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading problems, but one is a generic MoE loading regression and the other is a specific weight-shape mismatch; not enough evidence they share the same concrete bug." + "reason": "Different model families and failure modes: Qwen3Moe loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model regressions, but they affect different models and symptoms (CamemBERT predictions vs est-roberta tokenizer loading)." + "reason": "Both are model-related, but one is CamemBERT masked-LM predictions and the other is tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Completely different failures: DeepSpeed/BertModel zero-sized index error vs compiled flex_attention on torch>=2.9." + "reason": "Unrelated code paths: Deepspeed zero3/BertModel indexing vs compiled flex_attention on torch >= 2.9." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Different code paths: save/from_pretrained extra_state handling vs AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "Save/load extra_state handling is separate from AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Unrelated issues: quantized save/load breakage vs mistral_common continue_final_message behavior." + "reason": "Quantized save/load corruption is not the same bug as mistral_common tokenizer continue_final_message handling." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The first is a reproduction of an older issue; the second is a tokenizer prompt-format bug. No shared concrete bug." + "reason": "One is an isolated reproduction of an older issue; the other is a tokenizer-specific continue_final_message regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but the failures are different models and different code paths (repo tokenizer load vs Mistral regex patch crash)." + "reason": "Both involve tokenizers, but one is model/tokenizer loading failure and the other is a Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Different memory issues in unrelated contexts: Qwen3 MoE training vs Strix Halo mmap/OOM." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different problems and fixes." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Different regressions: serialization extra_state vs video-input handling for Qwen VL models." + "reason": "Serialization extra_state handling is unrelated to the video-input regression in Qwen2.5-VL/Qwen3-VL models." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading bugs; one is loading a specific BERT repo, the other is a Mistral regex patch crash." + "reason": "Different tokenizer failures for different models; no shared underlying bug is evident." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated bugs." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Unrelated areas: tokenizer mapping support vs flex_attention compilation." + "reason": "Tokenizer mapping/add-new-model-like behavior is unrelated to compiled flex_attention failures." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Whisper pipeline language return bug vs CamemBERT masked-LM regression; no shared code path." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are separate issues." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but the affected models and underlying causes differ." + "reason": "Both are loading-related, but they affect different models and different failure mechanisms." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both mention tokenizer issues, but one is repo tokenizer.json selection and the other is DeepSeek-Coder output correctness; not the same bug." + "reason": "Ignoring tokenizer.json and incorrect DeepSeek-Coder tokenizer output are related only at a broad tokenizer-regression level, not the same bug." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Related v5 regression theme, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too different to merge." + "reason": "Trainer gpu_broadcast TypeError and Whisper return_language regression are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language regression are unrelated." + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but they hit different models and different mechanisms (XLNet CPU arange vs Qwen3.5 MoE rotary embedding offload)." + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload rotary embedding are different device-placement bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different problem classes: image preprocessor dtype mismatch vs Jinja/template compilation error." + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading structure issues, but one is CLIP class inconsistency and the other is Sam3 text encoder weight loading." + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are distinct model-specific regressions." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Unrelated bugs: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 failure are unrelated." + "reason": "AppleSilicon caching allocator warmup TypeError and _is_hf_initialized flag breakage do not share a code path." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different bugs: remote-code config field loss vs Qwen3.5 cache/group-type crash." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache's invalid group type on Qwen3.5." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but the concrete failures and model families differ." + "reason": "Both mention model loading, but they are different models and different root causes." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to runtime special-token post-processor updates." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error and template-node compilation error are unrelated." + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are different compiler/runtime issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and multimodal IterableDataset finetuning failures are unrelated." + "reason": "TrainerState token counting and iterable-dataset multi-image finetuning failure are unrelated." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both touch backend packaging, but one is missing tensorflow in a torch extra and the other is an unsupported tensorflow_text backend mapping entry." + "reason": "Both are Qwen-family reports, but FP8 config failure and PagedAttentionCache invalid group type are distinct bugs." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both involve Qwen models, but one is FP8 configuration and the other is PagedAttentionCache group-type handling." + "reason": "Missing tensorflow in the torch extra and missing tensorflow_text in BACKENDS_MAPPING are different packaging/backend issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "These are both v5 initialization regressions, but one is about non-persistent buffers and the other is a broader custom model-init breakage; not clearly the same bug." + "reason": "Both are initialization regressions, but one is about junk-filled buffers and the other about custom model initialization; not the same bug." } ] }, @@ -3178,7 +3142,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 10, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -3238,52 +3202,52 @@ "soft_pairs": [ "issue:44811|issue:45584", "issue:44206|issue:44220", - "issue:43883|issue:44488", "issue:40444|issue:46326", "issue:36032|issue:43645", + "issue:43883|issue:44488", "issue:43452|issue:43482", "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:44464|issue:45987", "issue:43262|issue:43377", + "issue:43746|issue:46326", "issue:43646|issue:44534", "issue:43645|issue:44534", - "issue:43746|issue:46326", - "issue:43883|issue:44991", "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:43322|issue:43540", + "issue:28530|issue:34567", "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:43322|issue:43540", "issue:42915|issue:44291", - "issue:43089|issue:45987", - "issue:44265|issue:44610", "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": "3446e2a41de625b731af3cdf0fed298e7f419e58530940d0e1d37a69611aeef6", + "prepared_review_unit_hash": "9e3016981dd00e864d216467dbf9ca6d27e5ec2b25cc9269cc93bc2ff580c024", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37690, + "serialized_chars": 37689, "estimated_input_tokens": 9423, "estimated_eval_tokens": 19102 }, @@ -3292,216 +3256,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports, not a tight duplicate cluster. The only strong duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); the rest share broad themes but look like different bugs or different code paths.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression, and 45357 appears to be a later follow-up that the same visual-encoder-key problem still exists in 5.5.3.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best canonical issue among the listed items because it most clearly captures the underlying Qwen3.5 save_pretrained regression and can absorb the later duplicate-like follow-up.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper/token handling, but one is about batch_decode skip_special_tokens and the other is an empty-transcription failure after align_special_tokens; different bug surface." + "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." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction regressions, but they hit different functions and failure modes (_center arg vs _torch_extract_fbank_features)." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but they concern different models and different missing-key/loader behavior." + "reason": "Both are audio feature-extraction problems, but they point to different failing paths and symptoms." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Both touch multimodal/chat templating, but one is about multi-image IterableDataset finetuning and the other is about continue_final_message with mistral_common tokenizers." + "reason": "Different components and failure modes: Qwen2.5-VL multi-image iterable dataset vs mistral_common continue_final_message tokenizer behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "One is a T5 tokenizer name conflict; the other is a Transformers 5 custom-model/Jupyter initialization break. Different issues." + "reason": "Tokenizer class-name conflict and custom-model initialization in Jupyter are unrelated bugs." + }, + { + "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." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF/loading, but one is a generic gguf_file from_pretrained regression and the other is a specific Qwen2.5-GGUF failure in v5." + "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." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different paths: device_map=auto dequantized model offload versus GGUF loading for Qwen2.5." + "reason": "device_map/offload dequantized-model loading is a different path from GGUF loading failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "These are unrelated model/template bugs; they do not look like the same underlying code-path problem." + "reason": "Different error classes and subsystems; no clear shared underlying bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-5 tokenizer/model-loading regressions, but for different models and likely different causes." + "reason": "Separate model-specific loading regressions for different repositories and likely different causes." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is a different bug from StaticCache.get_seq_length returning the wrong type." + "reason": "One is chunked generation inconsistency under compiled forward; the other is a StaticCache API contract issue." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio-related, but one is a default sampling-rate mismatch and the other is missing padding-mask support in MIMI encoder batching." + "reason": "Audio processor default sampling-rate bug and MIMI padding-mask batching bug are distinct." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Custom model initialization break versus non-persistent buffers being filled with junk; different failures and code paths." + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." }, { - "left": "issue:43645", + "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Jupyter/custom model initialization is unrelated to non-persistent buffer serialization behavior." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer contents; not the same bug." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Jupyter/custom-model initialization and buffer junk filling are different failure modes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise when loading a transformer is a different issue from a Mistral tokenizer regex patch crash." + "reason": "Generic loading noise vs a specific Mistral regex patch crash; unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template compilation failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is about a model defining untied weights and the other about device-dependent serialization inconsistency." + "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." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden-states output versus rope-index temporal scaling." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are different model behaviors." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are distinct vision bugs." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early stopping/eval metric handling is unrelated to TrainerState.num_input_tokens_seen not updating." + "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 support is a different bug from DAC.from_latents not matching forward pass without STE." + "reason": "MIMI batching/padding-mask mismatch and DAC.from_latents STE mismatch are distinct model bugs." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Both are multimodal loading/processing failures, but they affect different models and different error conditions." + "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen not updating are unrelated training-state issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A specific model load failure is not the same as a tokenizer regex patch AttributeError." + "reason": "Different model loading failure and Mistral tokenizer regex crash; no shared code path." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different failure modes; no shared concrete code-path." + "reason": "Different regressions affecting different loaders/tokenizers." + }, + { + "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." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 model failure and init_empty_weights unexpected argument are separate loader/initialization bugs." + "reason": "FP8 model/config failure and init_empty_weights argument mismatch are separate init/load regressions." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Generation performance overhead is not the same as the StaticCache return-type contract bug." + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability issue versus processor image-size mismatch are unrelated." + "reason": "torch.export exportability with torch_compilable_check is unrelated to processor image-size mismatch." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are separate issues." + "reason": "Generation performance overhead and StaticCache return-type contract are different problems." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer class-method conflict and MobileLLM key error are different loading regressions." + "reason": "Tokenizer method-name conflict and MobileLLM load key error are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the same as the model-loading regression in 44987." + "reason": "AddedToken keyword duplication and loading a specific model repo are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve float8-adjacent failures, but one is Qwen3Moe FP8 config and the other is a missing Float8 storage type; not the same bug." + "reason": "Both touch FP8-ish territory, but one is a Qwen3Moe config failure and the other is a storage deserialization issue." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression, with 45357 explicitly indicating the incorrect visual-encoder-key issue persists in a later release." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious about the mostly heterogeneous set. The only accepted soft pair, 45216/45357, is well-supported by the titles as the same Qwen3.5 save_pretrained regression with a later follow-up report. The other soft-edge rejections are conservative and do not overclaim duplication." + "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." }, "evaluator_used": true, "retried": false, @@ -3514,7 +3478,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 11, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -3559,6 +3523,7 @@ "issue:44829", "issue:44877", "issue:44991", + "issue:45081", "issue:45325", "issue:45479", "issue:45538", @@ -3576,8 +3541,8 @@ "issue:43531|issue:44877", "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:43611|issue:44534", "issue:43296|issue:43531", + "issue:43611|issue:44534", "issue:43632|issue:44756", "issue:40444|issue:45325", "issue:45812|issue:46491", @@ -3585,248 +3550,252 @@ "issue:43792|issue:44589", "issue:44403|issue:44991", "issue:33666|issue:40444", - "issue:43632|issue:44534", "issue:43381|issue:45923", - "issue:44079|issue:45663", + "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:43317|issue:43856", "issue:42175|issue:45542", - "issue:41553|issue:43582", + "issue:43317|issue:43856", "issue:43531|issue:44291", + "issue:41553|issue:43582", "issue:43818|issue:46402", "issue:44079|issue:44534", "issue:44829|issue:45479", - "issue:44462|issue:45812" + "issue:44462|issue:45812", + "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "f273a113f29cc95e06805f483cec77ed920f0a4e830b4f6bd755b7d8533c40f8", + "prepared_review_unit_hash": "f0c3fabfc45389ae03e21654a1308ed2d7cd845c7f882707186a7eb060036b11", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36496, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37467, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a mix of several Transformer regression families, with a few plausible near-duplicates but not enough evidence to collapse it into one broad bucket. The clearest canonical issue is the Granite tokenizer regression; the TensorFlow packaging pair looks related enough to keep as a soft duplicate, while the Qwen2.5-VL video/rope-index pair is too weakly supported to merge.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45812 is the strongest representative: it is a concrete, model-wide Granite tokenizer regression, has downstream references, and best captures the cluster\u2019s most clearly supported duplicate-worthy bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 has the clearest user impact and the most specific evidence of a real regression affecting multiple Granite models, making it the best overall issue in the cluster.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Same model family and similar video-positioning terminology, but the packet only shows topical overlap; the underlying bug and fix scope are not clearly the same." + "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." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both concern tokenizers, but one is a load failure and the other is a performance regression in conversion; different defects." + "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." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different model/configuration failures with only broad overlap around loading and config handling." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config loading are unrelated bugs." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer attribute conflict vs auto device-mapping CUDA assert are unrelated code paths." + "reason": "Tokenizer class naming conflict and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy loading behavior are not the same underlying bug." + "reason": "Torch version incompatibility and noisy load logging are not the same bug." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but they affect different internals and would not be fixed by one focused change." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific failures." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Different models and failure modes; too little evidence of a shared root cause." + "reason": "Base_model_prefix loading regression and non-persistent buffer junk are separate v5 issues with different failure modes." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breakage and mmap/OOM on Strix Halo are distinct issues." + "reason": "_is_hf_initialized breaking in v5 is unrelated to the Strix Halo mmap OOM workaround." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL-related, but one is multi-image finetuning and the other is rope-index temporal scaling; not the same bug." + "reason": "Multiple-images finetuning failure and still-image temporal-position scaling are different Qwen2.5-VL bugs." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different model families and symptoms; too broad to merge." + "reason": "Granite tokenizer wrong IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Ministral BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup are unrelated defects." + "reason": "Whisper model runtime failure and missing Float8 storage object are different errors." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as failing to load tokenizer files from the repository." + "reason": "A logging/noise issue is not the same as a tokenizer repository-loading regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen VL, but they describe different training failures and likely different fixes." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Separate v5 regressions with different failure mechanisms." + "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." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient-checkpointing eval-mode limitation vs missing capability flag on a trust_remote_code model are different bugs." + "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are related to checkpointing but are distinct issues." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "These are both v5 regressions, but one is initialization flag handling and the other is buffer serialization/loading." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup do not share the same root cause." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different load-time type errors." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states per-layer rebuild are unrelated internal bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "GPT-OSS perplexity and Whisper batch_decode special-token handling are unrelated." + "reason": "High perplexity on a model/dataset and Whisper batch_decode special-token handling are not the same defect." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different model-loading/tokenizer bugs with different symptoms and likely different fixes." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Distinct model-loading failures; no clear shared code-path problem." + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model config issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates vs missing BOS/EOS insertion are different tokenizer behaviors." + "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." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Device-map offload failure and Qwen3 MoE memory inefficiency are different issues." + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both point to the same packaging/backend dependency problem: a torch-only install leaves TensorFlow backend support in a broken state." + "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." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Bad tokenizer error messaging and an Apple Silicon allocator TypeError are unrelated." + "reason": "Device-map offload loading and Qwen3 MoE training memory inefficiency are different performance/loading issues." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding_window/Qwen3-MoE and init_empty_weights argument breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized errors are unrelated." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Video-LLaVA tower initialization and Sam3Model text encoder loading are different model-specific bugs." + "reason": "Bad AutoTokenizer error messaging and Apple Silicon 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." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer filling are unrelated." + "reason": "ModelOutput key handling and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both involve degenerate classification behavior, but one is flash_attention_3-specific and the other is a num_labels/problem_type edge case." + "reason": "FlashAttention-3 degenerate training and single_label_classification num_labels=1 zero-loss behavior are different causes of bad training." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json while the other is Granite-specific wrong token IDs; too broad to merge confidently." + "reason": "Both are tokenizer regressions, but one is repo tokenizer.json resolution and the other is Granite token IDs being wrong; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Mistral regex patch crash are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The canonical Granite issue is well supported by the packet, and the TensorFlow packaging pair looks plausibly related. However, the accepted Qwen2.5-VL pair (issue:44479 vs issue:45325) is not conservative enough: the packet only shows topical overlap in video/rope-index handling, not clear evidence they are the same underlying bug or mergeable into one fix. The summary also leans a bit too far by calling the cluster mostly distinct with only a couple of true duplicates, since that judgment isn\u2019t strongly evidenced from titles alone." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3835,7 +3804,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 12, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -3845,6 +3814,7 @@ "nodes": [ "issue:34634", "issue:35707", + "issue:39692", "issue:40444", "issue:40990", "issue:41720", @@ -3869,19 +3839,17 @@ "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", - "issue:45081", "issue:45325", "issue:45357", "issue:45381", @@ -3893,25 +3861,24 @@ "issue:45834" ], "soft_pairs": [ - "issue:43377|issue:45491", "issue:43818|issue:45357", - "issue:41720|issue:45081", + "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43611|issue:43646", - "issue:44265|issue:45072", "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:43454|issue:44466", "issue:45325|issue:45834", + "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:42796|issue:45381", "issue:43632|issue:45072", - "issue:43701|issue:45325", "issue:44291|issue:44877", + "issue:43701|issue:45325", "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:43873|issue:45701", @@ -3919,229 +3886,227 @@ "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", - "issue:43881|issue:44488", "issue:35707|issue:41720", "issue:43454|issue:43550", - "issue:43606|issue:43819" + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:44186|issue:44265" ], - "prepared_review_unit_hash": "23844196764736e8cff8391f6cb4637309825bf720a07c81fd99dd8a2b9e7378", + "prepared_review_unit_hash": "e323cb4f9c15cfbf333c0b512723f69a60408cd8f64211203bacd2b6a20cd598", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36745, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "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 mostly heterogeneous and spans many unrelated regressions. The only strong duplicate-like pair is the Qwen2.5-VL visual position-id regression; the rest look like separate bugs in different models/subsystems.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45325 is the most concrete root-cause report in the Qwen2.5-VL position-id regression area (`get_rope_index` / temporal scaling), so it\u2019s the best anchor for that narrow duplicate set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the most actionable issue in the cluster\u2019s one clear overlap area; the remaining issues are too diverse to make a single global canonical beyond that sub-bucket.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both involve batching/masking behavior, but they are different models and different failure modes (MIMI padding mask vs Gemma3 sliding-window NaNs)." - }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Unrelated problems: Video-LLaVA tower architecture/weights vs Qwen3.5 save_pretrained key mapping." + "reason": "Different models and different bugs: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 visual key serialization." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Different subsystems entirely: device-map CUDA assert vs tokenizer regex patch crash." + "reason": "Both are batching-related, but one is MIMI padding-mask behavior and the other is Gemma3 sliding-window NaNs; not the same fix." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is buffer initialization/serialization junk; the other is ModelOutput key assignment logic." + "reason": "One is tied-weight/non-persistent buffer serialization; the other is `ModelOutput` key assignment. Different code paths." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but the concrete bugs differ (base_model_prefix loading vs custom model initialization)." + "reason": "Both involve Transformers v5 loading regressions, but the concrete failures differ: `base_model_prefix` loading vs custom initialization." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs bf16 dtype mismatches in inference." + "reason": "FSDP RAM-efficient loading is unrelated to `ModelOutput` key assignment." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key handling." + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to bfloat16 dtype mismatch in inference." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs a model-loading failure in vLLM." + "reason": "Packaging/backend inclusion issue vs a vLLM model-load failure; no shared underlying bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both mention multimodal Qwen models, but one is training with multiple images per prompt and the other is a video-position-id regression." + "reason": "Both are Qwen2.5-VL, but one is multi-image fine-tuning and the other is video position ids; different failures." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are different bugs." + "reason": "Whisper runtime failure vs meta-device loading regression affecting other models; not the same problem." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL visual position-id / rope-index regression in transformers 5.3.0; one is the still-image path and the other the video-input path." + "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." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution interpolation failure." + "reason": "Different vision models and failure modes: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Related to lm_head/tied weights, but one is a failed tie causing garbage generation while the other is inconsistent serialization depending on device." + "reason": "Both touch Qwen2.5-VL vision indexing, but one is temporal position scaling and the other is OCR long-input index overflow." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both are vision/multimodal issues, but Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "Tied-weight initialization bug vs device-dependent serialization inconsistency; related theme, but not the same concrete defect." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different regressions: FP8 config failure vs GGUF loading failure." + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5 GGUF loading under Transformers v5." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen 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": "Different regressions: `_is_hf_initialized` flag handling vs dtype mismatches in inference." + "reason": "`_is_hf_initialized` flag regression is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as Qwen2.5-VL rope-index/position-id scaling." + "reason": "Meta-initialization argument incompatibility vs strict config loading for granite_speech; different breakages." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Both are loading/configuration issues, but one is an unexpected init argument and the other is strict config rejection." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "vLLM model-load failure and torch/transformers version incompatibility are separate problems." + "reason": "Specific PaddleOCR-VL/vLLM loading failure vs broad torch/transformers version incompatibility; not the same issue." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video regression in Qwen multimodal models vs Gemma4 PLE device mismatch; not the same code path." + "reason": "Qwen video-input regression across models vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenizer-version changes are unrelated." + "reason": "Quantized offloading behavior and tokenization-version changes are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to torch.export / compilable-check failures." + "reason": "CPU-offload device mismatch for Bark vs export failure for models using `torch_compilable_check`." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sample-rate defaults and GraniteSpeech checkpoint loading are different bugs." + "reason": "Audio processor chat-template sample-rate defaulting is unrelated to GraniteSpeech checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset behavior and progressive generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete bug." + "reason": "Bark voice preset issue and progressive generation with `inputs_embeds`/`past_key_values` are different bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeddings/past KV is unrelated to a CUDA assert on auto device mapping." + "reason": "Progressive generation bug vs Qwen3 auto device-mapping CUDA assert; unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/serialization and Bamba torch.compile SDPA failures are different issues." + "reason": "Tied weights bug vs Bamba SDPA/torch.compile failure; different concrete problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Qwen2.5-VL multi-image finetuning are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to DAC.from_latents / missing STE mismatch." + "reason": "CPU-offload device mismatch is unrelated to DAC latent/forward mismatch and missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to export failures in compilable-check models." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most items are clearly heterogeneous, and the Qwen2.5-VL position-id/rope-index cluster is the only plausible duplicate sub-bucket. The soft-edge rejections are suitably conservative, and the one accepted pair is reasonably supported by the titles and shared model/version context." - }, - "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 }, @@ -4150,7 +4115,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 13, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -4161,8 +4126,6 @@ "issue:26413", "issue:28530", "issue:36331", - "issue:39692", - "issue:40444", "issue:40990", "issue:41720", "issue:42617", @@ -4174,6 +4137,7 @@ "issue:43317", "issue:43322", "issue:43377", + "issue:43450", "issue:43454", "issue:43526", "issue:43572", @@ -4183,18 +4147,20 @@ "issue:43881", "issue:43883", "issue:44186", - "issue:44265", "issue:44387", "issue:44466", + "issue:44488", "issue:44534", "issue:44568", "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45357", + "issue:45701", "issue:45704", "issue:45759", "issue:45823", @@ -4207,8 +4173,7 @@ "issue:46402" ], "soft_pairs": [ - "issue:44186|issue:44265", - "issue:39692|issue:40444", + "issue:43881|issue:44488", "issue:41720|issue:45823", "issue:42796|issue:46209", "issue:46305|issue:46315", @@ -4216,8 +4181,8 @@ "issue:44568|issue:45920", "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:43317|issue:43873", "issue:42796|issue:44977", + "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:40990|issue:42947", "issue:43454|issue:43720", @@ -4226,219 +4191,248 @@ "issue:42617|issue:42915", "issue:43749|issue:44534", "issue:41720|issue:43322", - "issue:43526|issue:43883", "issue:44466|issue:45357", "issue:26413|issue:28530", - "issue:43881|issue:44991", "issue:41720|issue:44977", + "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:43065|issue:46402" + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "e8833962c9c9cbd4e29c208844e24d3d521f4ac3fd25c8c0ab3759efc0ef32ce", + "prepared_review_unit_hash": "0d336c215acd2a7867c53fe99ecd23a20f1506346f8a1d7b4c94f03e3dc6feb3", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35971, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37570, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share broad themes (tokenizers, loading/offloading, vision models, quantization), but each pair points to a different concrete failure mode, so I reject all duplicate edges. There are no PRs in the cluster; if forced to anchor an issue, 43873 is the broadest umbrella-style report.", - "confidence": 0.65, - "canonical_issue_reason": "Issue 43873 is the best available anchor because it is broad, active, and closest to an umbrella loading/offloading/quantization complaint among the set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most suitable global issue representative since it has the widest problem framing and enough discussion/inbound refs to serve as a cluster anchor.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Different bugs: LayoutLMv2 tokenizer crash vs torch.export export compatibility." - }, - { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different artifacts and failures: SigLIP2 doc example errors vs Qwen2.5-VL iterable-dataset multi-image finetuning." + "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", "accept": false, - "reason": "Both involve device mapping, but the symptoms and models differ: cudaErrorAssert on Qwen3 vs forward device mismatch on Gemma4." + "reason": "Both involve device_map/forward device problems, but they affect different models and error paths (cuda assert vs PLE mismatch)." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Different code paths: sliding-window mask off-by-one vs slow convert_tokens_to_ids." + "reason": "One is a streaming mask off-by-one; the other is tokenizer performance regression. Same area, different bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both are input-shape/processing issues, but one is MIMI padding-mask consistency and the other is OmDet-Turbo resolution mismatch." + "reason": "MIMI padding-mask behavior and video processor output shape are different components and failure modes." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Tokenizer regressions, but not the same bug: missing BOS/EOS insertion vs wrong token IDs across multiple models." + "reason": "Both are tokenization regressions, but one is add_special_tokens handling while the other is wrong token IDs across multiple models." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different concrete problems: tied lm_head weights vs bfloat16 dtype mismatches." + "reason": "Incorrect image/text shape handling and dtype mismatches are separate problems." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different model-loading concerns: Qwen3 MoE weight conversion vs missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Related offloading/quantization theme, but different failures and scopes; not the same underlying bug." + "reason": "Tokenizer marker handling and flash-attention generation issues do not share a concrete code path." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer marker handling vs flash-attention generation failure are unrelated." + "reason": "Both mention offloading/quantization, but one is dequantized-model loading with cpu offload while the other is a broader quantization offload regression." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different bug classes: batched-vs-single consistency vs non-default-resolution image classification failure." + "reason": "Different models and different causes: missing padding-mask support vs Perceiver positional interpolation." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on a specific model/task vs gradient-checkpointing ineffectiveness are unrelated." + "reason": "Perplexity on a specific model and ineffective gradient checkpointing with LoRA are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: weight tying in AyaVision vs packed-weight unpacking during accelerate loading." + "reason": "Image/video processing shape bugs and BitNet packed-weight loading bugs are different code paths." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Different config problems: missing pad_token_idx vs from_config not unwrapping text_config." + "reason": "Missing pad_token_idx and failure to unwrap text_config are distinct config/model-construction issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault and sinq save/load breakage are different loading bugs." + "reason": "Llava Next segfaulting on load and sinq save/load breakage are not the same bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failures: 3d_parallel.py runtime issue vs FineGrainedFP8Config failure." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both regressions touch loading, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both loading-adjacent, but not the same defect." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device mapping assert vs Llava Next loading segmentation fault." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + "reason": "Different models and symptoms: Qwen3 auto-device-map assert vs Llava Next load segfault." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization/loading of weights, but the concrete bugs differ: lm_head serialization vs visual encoder keys." + "reason": "Both are save_pretrained serialization issues, but one is lm_head weight tying and the other is visual encoder key names." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure and early-stopping metric lookup are different trainer issues." + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are separate trainer behaviors." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." + "reason": "Same model family, but device-mapping CUDA asserts and flash-attention generation failures are different bugs." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Same model family name only; one is device-map assert, the other is flash-attention generation bug." + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying metadata are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different memory issues: int4 reserved-memory/OOM regression vs apex FusedRMSNorm leak." + "reason": "Both mention memory, but int4 reserved-memory growth and an apex RMSNorm leak are different root causes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py failure are unrelated." + "reason": "CustomTrainer compute_loss signature breakage and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer loading regression are different issues." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Different runtime errors: compute_loss kwarg mismatch vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 failure have no shared bug path." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocking granite_speech and tokenizer loading regression for est-roberta are different issues." + "reason": "Strict config loading and tokenizer loading regressions are separate problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape and tokenization changes are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loaded are not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different model parts and bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Extremely high perplexity and changed tokenization are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and bfloat16 dtype mismatches 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." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and 3d_parallel.py failure are unrelated." } ] }, @@ -4454,7 +4448,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 14, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -4463,13 +4457,15 @@ "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:40990", "issue:41720", "issue:42617", "issue:42915", @@ -4478,7 +4474,6 @@ "issue:43317", "issue:43322", "issue:43404", - "issue:43450", "issue:43526", "issue:43531", "issue:43540", @@ -4486,10 +4481,10 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43653", "issue:43708", "issue:43720", "issue:43782", - "issue:43873", "issue:43881", "issue:44008", "issue:44186", @@ -4498,10 +4493,8 @@ "issue:44610", "issue:44671", "issue:44743", - "issue:44756", "issue:44898", "issue:44913", - "issue:45072", "issue:45161", "issue:45357", "issue:45406", @@ -4512,19 +4505,14 @@ "issue:46291" ], "soft_pairs": [ - "issue:43450|issue:45701", - "issue:44186|issue:45072", - "issue:40990|issue:45701", - "issue:43873|issue:44756", "issue:43550|issue:43720", - "issue:41720|issue:42617", "issue:43577|issue:43708", "issue:43404|issue:45357", "issue:44008|issue:45823", - "issue:43550|issue:43606", + "issue:43295|issue:45701", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:44610|issue:44898", - "issue:43295|issue:45701", "issue:42915|issue:43317", "issue:44423|issue:45406", "issue:45632|issue:45684", @@ -4536,221 +4524,212 @@ "issue:44671|issue:44743", "issue:36331|issue:41720", "issue:44186|issue:44361", - "issue:43526|issue:43881", "issue:42915|issue:43322", - "issue:43540|issue:43782", + "issue:43526|issue:43881", "issue:43316|issue:44913", + "issue:43540|issue:43782", "issue:28530|issue:30064", - "issue:33357|issue:35707" + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "edae83e62f798135001a7e9ce26db20657462977266f13712edeb95607af5bed", + "prepared_review_unit_hash": "dcb0cf69e685f80d10058612f3ba025475c94697cb8c81d4bb99dfa9b00a5f44", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the suggested pairs span unrelated bugs in tokenization, multimodal processors, quantization/offload, configs, training, and serve/runtime paths. I don\u2019t see any true duplicates among the soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue exists here because the items are not a coherent duplicate set; if one must be picked, issue 45701 is the broadest and most active, but it is still not representative of the rest of the cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most general and externally active item in the list, but only as a weak anchor; the surrounding issues are too unrelated for it to be a meaningful canonical duplicate target.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Video processor batch-shape bug vs tokenization/version behavior; different component and failure mode." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs dtype mismatch in inference; unrelated subsystems." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression on a specific model is not the same as a generic tokenization-version complaint." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization/offload behavior and mmap OOM are different root causes and code paths." - }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA bug for Bamba vs packed-weight loading bug for BitNet; not the same fix." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 device-map crash vs failure to run a 3d_parallel script; no shared underlying bug." + "reason": "Different models and failures: Bamba torch.compile/SDPA vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and trainer checkpoint step math are unrelated." + "reason": "One is dtype propagation for Blip2 loading; the other is Trainer checkpoint resume step counting. Unrelated bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying bug in Mistral3 vs incorrect save_pretrained keys in Qwen3.5; different models and issues." + "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." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision vs Gemma4 device-map mismatch; unrelated code paths." + "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." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "SDPA/compile failure and CPU offload device mismatch are distinct problems." + "reason": "One is a regression around processor.tokenizer access; the other is broad tokenization differences across versions. Too general and not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crash vs processor output size mismatch; different components." + "reason": "Tokenizer crash on NER/padding versus processor output size mismatch for OmDet-Turbo. Different components and symptoms." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both concern image resolution, but they are model-specific processor/mode mismatches with different fixes." + "reason": "Different models and runtime paths: Bamba compile/SDPA vs Bark CPU offload device mismatch." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "processor.tokenizer regression and tokenization-version changes are not the same concrete bug." + "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." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 config failure vs dequantized-model offload loading failure; different quantization paths." + "reason": "Both involve loading/offload/quantization, but one is Qwen3Moe FineGrainedFP8Config and the other is generic dequantized model gpu+cpu offload. Distinct failures." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and missing _tokenizer in Gemma4Processor are separate serve issues." + "reason": "Both hit serving/multimodal paths, but the concrete causes differ: str.to() on continuous batching vs missing Gemma4Processor._tokenizer." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and read-only permission propagation are unrelated save/load filesystem issues." + "reason": "Unrelated filesystem behaviors: cache-path collision vs permissions propagation during save_pretrained/register_for_auto_class." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel runtime failure." + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py runtime failure." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 device-map assert and GPT-OSS MoE tensor-parallel support are different distributed inference bugs." + "reason": "Different model/runtime issues: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and StableLm pad_token_idx config are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FP8 model loading and kernels package version/revision import failure are separate issues." + "reason": "Qwen3Moe FP8 loading and kernels v0.15 pipeline import error are unrelated code paths." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping metric selection vs Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different model bugs." + "reason": "CamemBERT masked-LM prediction bug versus Qwen3.5 recurrent-state reset bug; different models and mechanisms." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch vs Qwen3 device-map crash; no common code path." + "reason": "Trainer.compute_loss signature breakage is unrelated to Qwen3 device-mapping cudaErrorAssert." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they affect different tokenizers and different failures." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and glm-4v loading failure are unrelated." + "reason": "Both are tokenizer-related crash reports, but they involve different tokenizers and different failure modes; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FP8 config issue vs Llava Next segmentation fault; different models and root causes." + "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segmentation fault are unrelated." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Qwen3OmniMoe video processing error and Qwen3VL weight_only loading error are not the same bug." + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to glm-4v-9b loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different config regressions." + "reason": "Both are config/API consistency issues, but they concern different config classes and different fields; not one underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "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." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + "reason": "Early stopping configuration and void segmentation-map processing are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different failure modes." + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "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." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/SDPA and BigBirdTokenizer special-token registration are entirely different problems." } ] }, @@ -4766,7 +4745,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 15, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -4774,24 +4753,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:29159", - "issue:30064", "issue:34567", "issue:34634", "issue:35707", - "issue:36032", "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:43873", + "issue:43927", "issue:44062", "issue:44077", "issue:44368", @@ -4824,20 +4803,17 @@ "issue:46402" ], "soft_pairs": [ - "issue:29159|issue:36032", - "issue:30064|issue:34634", - "issue:43550|issue:43653", - "issue:43606|issue:43720", "issue:43873|issue:45704", - "issue:43388|issue:45059", + "issue:43606|issue:43720", "issue:44387|issue:45701", + "issue:43388|issue:45059", "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43531|issue:45759", "issue:45406|issue:45464", "issue:45357|issue:46402", - "issue:43606|issue:43653", "issue:42490|issue:43329", + "issue:43606|issue:43653", "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:43531|issue:44589", @@ -4845,223 +4821,219 @@ "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:44625|issue:45479", - "issue:44898|issue:45072", "issue:45588|issue:45759", + "issue:44898|issue:45072", "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:44514|issue:44545", "issue:44368|issue:45357", + "issue:39692|issue:44610", "issue:44918|issue:44936", - "issue:39692|issue:44610" + "issue:43381|issue:43844", + "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "1da5fc515a78481ca246e56d1cd5c81ee3d152879d4d90753bff80e241f3c603", + "prepared_review_unit_hash": "26336203811b34262d37e1c2737683b21399fab9a4c58fe9e9dc1a27fb02e05e", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 28, + "serialized_chars": 36417, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues that only look superficially similar by subsystem. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash; the rest should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44514 is the earlier, more complete report of the same Qwen2_5_VLProcessor.apply_chat_template crash; issue:44545 is effectively the same bug with nearly identical title and should fold into it.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best canonical issue because it is the earlier, direct statement of the bug and matches the duplicate report exactly.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Both are tokenizer-related, but one is slow-vs-fast inconsistency and the other is a T5 tokenizer class/method naming conflict; different failure modes and fixes." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Both are processor bugs, but one is about void segmentation maps in image processing and the other is Bark voice_preset handling; unrelated code paths." - }, - { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Different models and different bugs: torch.compile/SDPA failure versus BigBirdTokenizer special-token decoding." + "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." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but one is a device-mismatch CPU offload bug and the other is unpacking BitNet packed weights during accelerate loading; not the same change." + "reason": "Bark CPU offload device mismatch and BitNet packed-weight loading failure are unrelated loading/offload bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Quantization offloading versus an apex FusedRMSNorm memory leak in T5 are distinct problems." + "reason": "Int4 quantization memory regression and tokenization-version changes are different problems." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "One is gather_for_metrics truncating tuple labels; the other is SAM3 PCS behavior with text and boxes. No shared code path." - }, - { - "left": "issue:44387", - "right": "issue:45701", - "accept": false, - "reason": "Both mention memory/tokenization regressions, but one is int4 CUDA reserved memory/OOM and the other is tokenization changing across versions; too broad and not the same bug." + "reason": "Label truncation in gather_for_metrics is unrelated to SAM3 text/box weird behavior." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as docs still referencing removed pipeline tasks." + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are distinct documentation issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Both touch model loading, but one is Qwen3 auto device mapping cudaErrorAssert and the other is GraniteSpeech local checkpoint/PEFT adapter loading." + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are unrelated failures." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "sliding_window on Qwen3-MoE is a generation/runtime issue, while from_config not unwrapping text_config is a config-construction issue." + "reason": "Sliding-window behavior in Qwen3-MoE and missing text_config unwrap for multimodal Qwen configs are separate code paths." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is a processor initialization bug; chat/completions streaming on Qwen3.5-0.8B is an API/streaming failure." + "reason": "Gemma4Processor _tokenizer crash in serve and Qwen3.5 streaming chat/completions failure are different processor/runtime bugs." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are Qwen3.5 multimodal loading-related, but one is save_pretrained key serialization and the other is Sam3Model text encoder weights loading; different artifacts and fixes." + "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." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask token registration/empty decode output." + "reason": "Trailing-slash local path import warning is unrelated to the undefined video-token branch in _get_num_multimodal_tokens." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Trailing-slash local path import warning is a path parsing issue; undefined video-patch helpers in multimodal token counting is a separate processor bug." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 auto device-mapping cudaErrorAssert are different models and different runtime paths." + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device map CUDA assertions." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState.num_input_tokens_seen not updating is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "TrainerState token counting not updating and progressive generation with inputs_embeds/past_key_values are different trainer/model issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated inference/runtime failures." + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Loading one specific model failing and tokenizer loading for another model are both loading symptoms, but there is no evidence they share the same underlying defect." + "reason": "Both are loading failures for specific models, but the root causes differ: model load regression vs tokenizer load regression." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "One is from_config/text_config handling; the other is rotary embedding not compatible with CPU offload. Different layers, different fix." + "reason": "Unwrapping text_config for multimodal Qwen configs and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct fixes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer optional post_init validation and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation concern different configuration behaviors." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is different from the zero-loss bug when problem_type=single_label_classification and num_labels=1." + "reason": "One is config propagation of num_labels; the other is a degenerate loss bug for single-label classification with num_labels=1." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Both are dtype/resolution mismatches, but one is Perceiver interpolation at non-default resolution and the other is bfloat16 inference dtype mismatches for SwitchTransformers/TimmWrapperModel." + "reason": "flash_attention s_aux=None crash is unrelated to the Qwen multimodal text_config unwrap bug." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Flash attention s_aux=None crash in sink-less models is unrelated to Qwen multimodal config unwrapping." + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict and a specific model loading failure are not the same underlying tokenizer bug from the available evidence." + "reason": "AddedToken special-argument error and ScandiBERT loading failure are unrelated tokenizer/model loading bugs." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model loading failure for physical-intelligence/fast and PIL backend processors unnecessarily requiring torchvision are different problems." + "reason": "Physical-intelligence/fast loading regression and PIL backend torchvision requirement regression are different breakages." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; nearly identical titles and likely duplicate reports." + "reason": "These are the same bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False, with only title wording differences." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "tie_word_embeddings warning during LoRA fine-tuning is a config warning; save_pretrained saving wrong visual encoder keys is a serialization bug." + "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are unrelated Qwen3.5 issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor image-size mismatch are different model/process problems." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings with TRL SFT trainer and trainer.evaluate() failing after trainer.train() are different trainer lifecycle bugs." + "reason": "trl SFT embedding unpacking failure and trainer.evaluate() failing after trainer.train() are not the same underlying trainer bug." }, { - "left": "issue:39692", - "right": "issue:44610", + "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." + }, + { + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "SigLIP2 docs example errors and OmDet-Turbo processor/model input-size mismatch are different issues, even though both involve multimodal processors." + "reason": "Runtime post-processor updates for special tokens and DiaConfig save/load token-ID loss are different tokenizer/config bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The one accepted duplicate pair (issue:44514 / issue:44545) is supported by near-identical titles and timing, and the rest of the soft-edge rejections are appropriately cautious rather than overstated. I did not see an unsupported merge or an overclaim that would warrant rejection." + "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." }, "evaluator_used": true, "retried": false, @@ -5074,7 +5046,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 16, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5084,11 +5056,11 @@ "nodes": [ "issue:30064", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", "issue:42886", "issue:43295", - "issue:43381", "issue:43421", "issue:43531", "issue:43540", @@ -5103,9 +5075,7 @@ "issue:43746", "issue:43782", "issue:43819", - "issue:43844", "issue:43873", - "issue:43927", "issue:43994", "issue:44008", "issue:44062", @@ -5115,6 +5085,7 @@ "issue:44661", "issue:44671", "issue:44843", + "issue:44877", "issue:44898", "issue:45072", "issue:45081", @@ -5132,18 +5103,16 @@ "issue:46463" ], "soft_pairs": [ - "issue:43381|issue:43844", - "issue:43421|issue:43927", - "issue:45704|issue:45923", "issue:43746|issue:46050", + "issue:45704|issue:45923", "issue:43531|issue:43645", "issue:41720|issue:45704", "issue:45704|issue:45859", - "issue:43782|issue:45381", "issue:42886|issue:44843", + "issue:43782|issue:45381", "issue:46032|issue:46463", - "issue:45663|issue:45923", "issue:43421|issue:43653", + "issue:45663|issue:45923", "issue:43994|issue:44671", "issue:39692|issue:43873", "issue:43746|issue:43873", @@ -5154,251 +5123,244 @@ "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43540|issue:46294", "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:43540|issue:44008", "issue:44186|issue:44898", - "issue:43531|issue:43643", - "issue:43653|issue:43819" + "issue:43653|issue:43819", + "issue:30064|issue:36331", + "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "afb4e08a5dc54c129a989ed7cd89b7f552ffccccaee638e66ce93f240434bf88", + "prepared_review_unit_hash": "b29f5972667eeeb5746c6270144b8c7a04a57b49a1946e55ca8565fad0730b1b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37990, - "estimated_input_tokens": 9498, - "estimated_eval_tokens": 19252 + "serialized_chars": 37397, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous: a few tokenizer/offline-loading reports are semantically adjacent, but most pairs are clearly different bugs across models, modalities, and distributed-training paths. I did not find any pair that is safe to merge as the same concrete fix.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43421 is the best representative of the tokenizer-special-token subtheme: it describes a concrete backend/post-processor update bug and is the most central issue among the tokenizer-related reports in this set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43421 is the strongest standalone issue in this group because it has a clear repro, a specific code-path target, and the broadest overlap with the few tokenizer-adjacent candidates.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and ZeRO-3 gradient growth are different code paths and different failure modes." - }, - { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Both involve token handling, but one is a runtime post-processor update bug and the other is save/load corruption of custom token IDs." + "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": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated model/runtime issues." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Both are loading/saving problems, but PEFT local-checkpoint loading and sinq quantized save/load breakage are distinct mechanisms." + "reason": "Unrelated bugs: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window and Jupyter custom-model initialization are unrelated regressions." + "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression in Transformers 5.0." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Auto device-mapping cuda assert and T5 apex RMSNorm leak are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and a T5/apex memory leak are unrelated issues." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different problems: Apex RMSNorm leak versus CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen VL failures: weight_only loading error versus incorrect video vision_position_ids." + "reason": "Different models and mechanisms: apex RMSNorm leak in T5 vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "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." + }, + { + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are offline/tokenizer-loading themed, but 44843 is a specific Mistral-regex model_info bug while 42886 is a broader cache/offline failure; not enough to treat as the same fix." + "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." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness and T5 decoder-input error messaging are unrelated." + "reason": "Mamba2 use_cache correctness bug vs T5 decoder-input error-message validation are unrelated." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and missing gradient-checkpointing support are different issues." + "reason": "Both mention special tokens, but one is runtime post-processor syncing and the other is BigBirdTokenizer mask-token registration; not the same bug." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both touch tokenizer special-token handling, but one is runtime post-processor refresh and the other is BigBird mask-token registration; different code paths." + "reason": "Gemma4 FSDP2 shared_kv_states logic and a missing gradient_checkpointing flag on Nemotron are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 model/processor mismatch and add-new-model-like mapping failure are unrelated." + "reason": "Different regression reports for different models: SigLIP2 inference nonsense vs CamemBERT masked-LM prediction errors." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/model mismatch and quantization-offloading behavior are not the same bug." + "reason": "SigLIP2 doc-example problems and a general quantization offloading issue are not the same underlying defect." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT and quantization offloading are different persistence/offload issues." + "reason": "Local-checkpoint PEFT loading and quantization offloading are different failure modes." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both involve tokenizers, but the reported crashes are different: post-processor updates versus NER/padding/truncation failures." + "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." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + "reason": "Different models and code paths: Deepspeed Zero3/BertModel init vs _torch_extract_fbank_features()." }, { "left": "issue:45081", "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer-regex related, but one is an AttributeError in fix_mistral_regex while the other is a Kimi codec regression with a warning issue; distinct fixes." + "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." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor void segmentation maps and GenerationMixin import failure are unrelated." + "reason": "Image processor segmentation-map failure and an ImportError for GenerationMixin are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Kimi-K2.5 tokenizer regression and list_repo_files() missing revision forwarding are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model bugs." + "reason": "BitNet accelerate-loading unpacking bug and DAC.from_latents/STE mismatch are different problems." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet accelerate-loading unpacking are unrelated." + "reason": "Special-token decode behavior and BitNet packed-weight loading are unrelated." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Both are video-input issues, but they hit different stages: Qwen3OmniMoe video processing versus apply_chat_template token/feature mismatch in Qwen3.5-9B." + "reason": "Audio feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "fbank feature extraction and TOKENIZER_MAPPING_NAMES add-new-model-like behavior are unrelated." + "reason": "Different video-input failures in different Qwen models: Qwen3OmniMoe processing vs Qwen3.5-9B chat-template token/feature mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom model processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." + "reason": "Processor/tokenizer regression in v4.57.5 and a long-OCR index error in Kosmos2.5 are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model behavior changes." + "reason": "CLIP attentions output regression and RTDetrV2 differing outputs are not the same bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct inference bugs." + "reason": "torch.compile+SDPA failure in Bamba and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument conflict and sleng-bert loading failure are unrelated." + "reason": "AddedToken keyword-argument error and failure to load cjvt/sleng-bert are different tokenizer issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model-path problems: Bamba compile/SDPA versus DAC latent reconstruction mismatch." + "reason": "Different model/runtime bugs: Bamba SDPA compile failure vs DAC latent/forward mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window and AutoConfig trust_remote_code field loss are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video processing and Gemma 3n audio_mel_mask variable collision are unrelated multimodal bugs." + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask variable collision." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver non-default-resolution failure are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Qwen3-MoE sliding_window and trust_remote_code AutoConfig field loss are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification resolution handling are unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "BigBird mask-token registration and DAC STE mismatch are unrelated issues." + "reason": "Both involve config loading, but the symptoms differ enough that they do not clearly point to the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5407,7 +5369,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 17, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5415,27 +5377,27 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", "issue:43322", "issue:43335", "issue:43388", + "issue:43421", "issue:43540", "issue:43577", "issue:43582", "issue:43606", - "issue:43643", "issue:43644", "issue:43716", "issue:43749", "issue:43756", "issue:43782", "issue:43818", + "issue:43825", "issue:43950", + "issue:43994", "issue:44008", "issue:44186", "issue:44442", @@ -5445,9 +5407,9 @@ "issue:44509", "issue:44671", "issue:44805", + "issue:44811", "issue:44821", "issue:44843", - "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -5466,209 +5428,209 @@ ], "soft_pairs": [ "issue:43335|issue:43756", - "issue:43643|issue:44877", - "issue:30064|issue:36331", - "issue:44843|issue:45081", "issue:41720|issue:44991", - "issue:43322|issue:45685", + "issue:44843|issue:45081", "issue:44821|issue:45084", - "issue:45183|issue:45479", - "issue:43388|issue:46032", + "issue:43322|issue:45685", "issue:43716|issue:44008", + "issue:45183|issue:45479", "issue:39692|issue:45834", - "issue:43950|issue:45987", - "issue:44186|issue:44442", + "issue:43388|issue:46032", "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43950|issue:45987", "issue:45584|issue:45834", - "issue:43644|issue:43749", "issue:43582|issue:46512", + "issue:43644|issue:43749", "issue:44485|issue:44509", - "issue:43606|issue:45072", "issue:34634|issue:36010", - "issue:44805|issue:44936", + "issue:43606|issue:45072", "issue:44479|issue:45834", "issue:43577|issue:43818", "issue:43540|issue:45381", - "issue:43782|issue:44977" + "issue:44805|issue:44936", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "d1d30f8c6d01bd57472f16670edf8da2d88d9459dcfe9ccfb876d76ddbf3eb6e", + "prepared_review_unit_hash": "ef18b38deb91f4ab5c3a270e71931b4e402e75e6d25b5a9ce355529ff5b43885", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35561, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set: the soft pairs are mostly superficial topical matches across unrelated model, tokenizer, dtype, config, and training bugs. None of the candidate pairs look mergeable into a single fix.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items span many distinct regressions and the pairwise similarities are only broad topic overlap, not the same underlying bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the set; the cluster is too heterogeneous to justify a representative duplicate target.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs: sparse-layer creation in SwitchTransformers config vs Smollm3 RoPE-layer count mismatch." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Different bugs: sparse-layer creation for SwitchTransformers config vs RoPE-layer truncation in Smollm3." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Unrelated subsystems: image processor segmentation-map handling vs CustomTrainer compute_loss signature change." + "reason": "Unrelated failures: auto device-map CUDA assert on Qwen3 vs tokenizer loading for a roberta model." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral tokenizer patching, but one is an offline model_info call and the other is a backend_tokenizer AttributeError." + "reason": "Same helper function, but different failure modes and code paths: offline hub call vs missing backend_tokenizer attribute." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different areas entirely: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different subsystems and errors: AutoImageProcessor URL loading vs template compilation TypeError." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault when loading Llava Next is unrelated to the MPS histogram/int error in moe." + "reason": "Different model/device-path problems: Llava Next loading segfault vs MPS int histogram support in moe." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are separate failures with no shared code path." + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs a Gemma 3n variable-name collision." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "XOR validation for input_ids/inputs_embeds is unrelated to the single-label-classification zero-loss bug." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Different code paths: gather_for_metrics last-batch label trimming vs Mamba2Mixer use_cache incorrect results." + "reason": "Validation/XOR error-message bug vs a degenerate zero-loss classification bug; not the same defect." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both are model-specific regressions, but dtype mismatch in Mistral-3 is unrelated to Gemma3n's variable-name collision." + "reason": "Different models and failures: SigLIP2 doc/quantization issues vs Kosmos2.5 long-ocr index error." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Docs/example errors for SigLIP2 do not match Kosmos2.5 long-input OCR index failures." + "reason": "Different logic: metric gathering drops tuple labels in the last batch vs Mamba2 use_cache corruption." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Both involve state/buffer semantics, but one is a from_pretrained non-persistent-buffer regression and the other is a StaticCache return-type contract bug." + "reason": "Both are v5 output regressions, but for different models and likely different bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crashes in LayoutLMv2 and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct bugs." + "reason": "Tokenizer crash on NER/padding vs AutoTokenizer load failure for a different tokenizer class." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Both are output regressions in v5, but Pegasus output drift and CamemBERT masked-LM prediction errors are different model-specific issues." + "reason": "Both touch loading/cache semantics, but one corrupts non-persistent buffers while the other returns the wrong type from a cache length API." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 long OCR input indexing." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent-buffer corruption in from_pretrained is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and stale model.config.dtype after from_config are different bugs." + "reason": "Different dtype-related issues: Apple Silicon warmup TypeError vs config.dtype going stale after from_config." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "RoPE implementation discussion is not the same as docs mentioning removed pipeline tasks." + "reason": "Related to loading, but not the same bug: junk-filled buffers in v5 vs FSDP CPU RAM-efficient loading breakage." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "RoPE implementation discussion vs documentation still mentioning removed pipeline tasks; different change types." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "Bark voice_preset issue vs unrelated GenerationMixin import error." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Mask/shape index errors are not the same as trainer.evaluate() failing after train()." + "reason": "Different model/offload paths: Bark CPU-offload mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input index error are different model paths." + "reason": "Different video/OCR regressions in different models; not the same underlying defect." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype staying float32 is unrelated to Video-LLaVA's missing temporal attention/shared weights." + "reason": "Different multimodal models and failures: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/weight sharing." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention vision/video inputs, but Qwen3OmniMoe video ValueError and qwen2.5-vl vision_position_ids mismatch are not the same bug." + "reason": "Both are Qwen video issues, but they describe different failure modes and model versions." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Shape-mismatch IndexError vs trainer.evaluate() failing after train(); no shared underlying bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are separate load-time and runtime bugs." + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation failure; different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message regression vs nonsensical SigLIP2 outputs; different issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor update bug vs Whisper batch_decode skip_special_tokens bug." } ] }, @@ -5684,7 +5646,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 18, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5698,7 +5660,6 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43421", "issue:43526", "issue:43577", "issue:43582", @@ -5711,7 +5672,7 @@ "issue:43819", "issue:43825", "issue:43827", - "issue:43994", + "issue:43906", "issue:44060", "issue:44291", "issue:44368", @@ -5719,7 +5680,6 @@ "issue:44589", "issue:44610", "issue:44671", - "issue:44811", "issue:44857", "issue:44912", "issue:44991", @@ -5730,25 +5690,26 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45372", "issue:45406", "issue:45538", "issue:45701", "issue:45987", "issue:46192", + "issue:46209", "issue:46285", "issue:46291", "issue:46294", + "issue:46326", "issue:46463" ], "soft_pairs": [ - "issue:43825|issue:43994", - "issue:43421|issue:44811", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", "issue:44610|issue:45072", - "issue:43720|issue:45072", "issue:43577|issue:43582", + "issue:43720|issue:45072", "issue:28218|issue:29159", "issue:45987|issue:46192", "issue:43825|issue:43827", @@ -5758,200 +5719,202 @@ "issue:43782|issue:45325", "issue:43582|issue:44857", "issue:34634|issue:36331", - "issue:45003|issue:46285", "issue:43262|issue:43819", + "issue:45003|issue:46285", "issue:43653|issue:44912", "issue:43526|issue:43697", - "issue:45081|issue:45406", "issue:43742|issue:45020", - "issue:44060|issue:44368", + "issue:45081|issue:45406", "issue:45084|issue:45538", - "issue:44589|issue:45042" + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:45372|issue:46326" ], - "prepared_review_unit_hash": "d0747a64de03b9ddf0042a7f65d164ac778df1301b16c357947be2f31e744796", + "prepared_review_unit_hash": "b4220490c2fc99a2d05dc602226fe7e9ea60dbe88f2ee375e417eecfdb19ea3b", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35256, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bucket of unrelated issue reports (tokenization, model loading, processor behavior, dtype, CI/backends). None of the soft pairs look like true duplicates or mergeable same-bug reports, so this is not a strong duplicate cluster.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45701 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, but it still does not actually duplicate the other issues.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best representative issue because it is the most generic version-regression/tokenization report and has the broadest potential overlap, though the cluster is too mixed for a true canonical match.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "One is about a misleading pipeline error message for translation support; the other is about a specific model producing bad outputs with AutoModel/pipeline. Different bugs and code paths." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Both involve tokenization-related behavior, but one is about runtime special-token/post-processor updates and the other about Whisper batch_decode skipping special tokens. Not the same underlying bug." - }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model versus a kernels dependency/version requirement error on importing pipelines. Unrelated failures." + "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": "Video chat-template mismatch versus T5 decoder-input validation messaging. Different models and failure modes." + "reason": "These report unrelated failures: Qwen video chat templating vs T5 decoder input validation." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically about removing is_torch_fx_available and the other is a broader recent-version regression report. Not concrete enough to be one PR." + "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." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor input-size mismatch versus bf16 dtype mismatch. Different subsystems and fixes." + "reason": "OmDet processor image-size mismatch and bfloat16 dtype mismatch are unrelated issues." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Packed-weight unpacking during loading is unrelated to bfloat16 dtype mismatch in inference." + "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype propagation bug and Apple Silicon allocator TypeError are separate issues." + "reason": "BitNet packed-weight loading and bfloat16 inference dtype mismatches are different problems." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenization whitespace after added tokens may be one symptom, but the second report is a broader slow/fast tokenizer inconsistency. Not clearly the same defect." + "reason": "Both involve tokenizer behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Cache sequence-length return-type bug and return_tensors being ignored are unrelated API issues." + "reason": "A cache sequence-length type mismatch is unrelated to silently ignored return_tensors handling." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime error message; the other is stale docs referencing removed pipeline behavior. Same theme, but different artifacts and fixes." + "reason": "One is an incorrect error message, the other is stale documentation; same theme but not the same bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is an unexpected _is_hf_initialized argument with init_empty_weights. Different code paths." + "reason": "These are distinct loading issues with different failure modes and APIs." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and a generic tokenization-change report are not the same underlying bug." + "reason": "CamemBERT masked-LM output regression and a general tokenization-change report are not the same concrete bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation packaging problem versus a Mistral tokenizer regex crash. No shared code-path." + "reason": "Backend-install packaging and Mistral regex patch crashes are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: weight_only loading error versus rope-index scaling." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are different model bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon TypeError in allocator warmup versus CUDA float16 AMP crash. Separate platform-specific problems." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime issues." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature incompatibility are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated subsystems." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP text model structure inconsistency." + "reason": "Audio processor sampling-rate defaulting and DAC STE mismatch are different code paths." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Audio processor chat-template sampling-rate default versus DAC.from_latents/STE mismatch. Different components and fixes." + "reason": "Unsafe sys.modules access and CLIP class structure inconsistency are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Label-reduction bug in an image processor and RTDetrV2 output differences are different regression classes." + "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 differing outputs are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key loading error and broad remote_code breakage are not the same concrete failure." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve processor/tokenizer internals, but they are model-specific attribute errors in different classes. Not mergeable as one fix." + "reason": "Tokenizer backend patching and Gemma4Processor missing _tokenizer are different AttributeErrors." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Specific MobileLLM loading KeyError versus generic remote_code regressions. Too broad to be the same bug." + "reason": "Template compilation TypeError and CLIPTokenizer 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": "Tied-weights warning in Qwen3-Next and LoRA tie_word_embeddings warning in Qwen3.5-27B are distinct configuration issues." + "reason": "These are different tied-weights warning reports in different model/use-case contexts." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length default are unrelated." + "reason": "An isolated reproduction of one issue and an FP8 B200 inference failure are unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Float8 storage lookup failure versus torchvision dependency requirement in PIL image processors. Separate issues." + "reason": "ReasoningEffort import failure and continue_final_message behavior are different mistral_common issues." } ] }, @@ -5967,7 +5930,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 19, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -5981,20 +5944,24 @@ "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", @@ -6012,33 +5979,28 @@ "issue:44977", "issue:44991", "issue:45042", - "issue:45372", "issue:45459", "issue:45600", "issue:45759", "issue:45803", - "issue:46209", "issue:46291", - "issue:46326", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:43906|issue:46209", - "issue:45372|issue:46326", - "issue:43526|issue:44554", "issue:43329|issue:45600", - "issue:43638|issue:44936", + "issue:43526|issue:44554", "issue:43452|issue:44991", + "issue:43638|issue:44936", "issue:43550|issue:44912", - "issue:43819|issue:43927", "issue:36010|issue:43645", + "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:42175|issue:46291", "issue:36010|issue:36331", + "issue:42175|issue:46291", "issue:43531|issue:45042", - "issue:43746|issue:44811", "issue:43720|issue:44610", + "issue:43746|issue:44811", "issue:38175|issue:44610", "issue:44387|issue:44617", "issue:39692|issue:44912", @@ -6046,216 +6008,218 @@ "issue:42490|issue:43257", "issue:46421|issue:46424", "issue:45459|issue:45803", - "issue:43650|issue:43906", - "issue:43643|issue:45759", "issue:43262|issue:44811", + "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:43257|issue:43931", + "issue:42915|issue:43742", + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "1c7a3662f4e9f36dab0c51b84573aca9e4ff6d506120c2cae4ef44f3ff258bfa", + "prepared_review_unit_hash": "9079262610ef619d30fa57a5635ebd148de75f6b559dea979bada80974add4dc", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36053, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the items span unrelated bugs across imports, training, quantization, cache behavior, multimodal/video processing, and packaging. None of the soft-edge pairs look like the same underlying change or defect, so all should be rejected.", - "confidence": 0.74, - "canonical_issue_reason": "No strong canonical issue exists because the set is heterogeneous. If an anchor is required, issue 43329 is the broadest concrete code-path bug here (_get_num_multimodal_tokens video branch with undefined names) and is the most actionable representative.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the best single issue to anchor on because it describes a specific failing branch with a clear fix surface and broader relevance across multiple VLM processors.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "A reproduction of a prior issue is not the same bug as an FP8 inference OOM on B200; different symptoms and code paths." - }, - { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "ImportError in Gemma 4 processor loading from mistral_common is unrelated to continue_final_message behavior in tokenizer chat handling." + "reason": "Different problems: multimodal token counting/video branch bug vs stale auto_mappings config references." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEIT label reduction bug and MPS attention correctness issue are unrelated subsystems and failure modes." + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs MPS attention correctness." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Multimodal video token counting bug vs stale auto_mappings config references; different files and defects." + "reason": "Different loading failures: gguf_file handling vs tokenizer loading for a specific model." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error is a training initialization bug, not the same as evaluate() failing after train()." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "gguf_file loading breakage and tokenizer load failure for EMBEDDIA/est-roberta are separate model-loading problems." + "reason": "Different trainer/runtime bugs: deepspeed zero3 index error vs evaluate-after-train failure." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and MXFP4 quantization fallback in git-oss are different model/backend bugs." + "reason": "Different features and models: torch.compile SDPA bug in Bamba vs MXFP4 quantization fallback in git-oss." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "DAC forward/from_latents mismatch and DiaConfig save/load token ID loss are different model families and bug types." + "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization in Transformers 5.0." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are both import-adjacent but not the same defect." + "reason": "Different model bugs: DAC.from_latents STE mismatch vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to video token counting undefined names." + "reason": "Accelerate/deepspeed weight-conversion issue is separate from the video multimodal token-counting bug." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Missing tensorflow in the torch extra is packaging-related; kernels v0.15 import failure is a separate dependency/API issue." + "reason": "Import path regression vs CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "GenerationMixin import failure and unexpected num_items_in_batch in CustomTrainer.compute_loss are unrelated bugs." + "reason": "Packaging dependency mismatch in torch extras vs kernels version/revision requirement are different failures." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are different subsystems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend processors requiring torchvision." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." + "reason": "BitNet packed-weight loading bug is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and OmDet input-size mismatch are unrelated issues." + "reason": "PEFT local checkpoint loading issue vs Whisper batch_decode skip_special_tokens bug are different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as OmDet processor producing 640px inputs." + "reason": "SigLIP2 zero-probabilities problem is unrelated to OmDet-Turbo 640px/224px input mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related, but one is an int4 reserved-memory regression and the other is a Sam3Video memory exhaustion report." + "reason": "Both mention OOM, but one is int4 reserved-memory regression and the other is a Sam3Video memory issue." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 quantization loading fallback for git-oss." + "reason": "Documentation/example errors are not the same as MXFP4 quantization loading fallback." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 Flash load failure in tests and Qwen3.5 flash-attention generation bug are different models and code paths." + "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 flash-attention generation bug are different models and failures." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion/loading failure are distinct loading edge cases." + "reason": "Trailing-slash local model import warning is unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both concern cache behavior, but lazy-init recompilation with chunked prefill is not the same as max_cache_length being ignored except for Quantized Cache." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length honoring; not the same bug." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Hidden tokenizer decode errors when protobuf is absent and bare-except swallowing interrupts/errors are different exception-handling bugs." + "reason": "Exception-handling bugs in different utilities: protobuf decode-error masking vs bare except in Fuyu tensor conversion." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "A nonspecific 'ADD THE DATA' issue is unrelated to the isolated reproduction of issue 38071." + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and unwrapped text_config in composite multimodal configs are separate config-loading bugs." + "reason": "Missing fields from trust_remote_code AutoConfig and text_config unwrapping in multimodal configs are distinct config-loading bugs." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated processor behaviors." + "reason": "The first issue is too vague to match the isolated reproduction of a different bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug and GPT-oss-20b CUDA OOM are unrelated model/runtime failures." + "reason": "Qwen3 MOE weight conversion issue is unrelated to GPT-oss CUDA OOM." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video, but one is undefined helpers in token counting and the other is a broader v5.3.0 video input regression; not the same concrete bug." + "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." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video token-count helpers and batched video processor shape errors are different failures in the video stack." + "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 accelerate/deepspeed conversion issues and Qwen3-VL weight-shape mismatches are separate model-loading problems." + "reason": "Qwen3 MOE loading/accelerate issue is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different components." } ] }, @@ -6271,7 +6235,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 20, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -6279,6 +6243,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ + "issue:24643", "issue:28282", "issue:29127", "issue:29159", @@ -6293,7 +6258,6 @@ "issue:43404", "issue:43425", "issue:43452", - "issue:43454", "issue:43525", "issue:43540", "issue:43577", @@ -6330,28 +6294,26 @@ ], "soft_pairs": [ "issue:43749|issue:44756", - "issue:43454|issue:43577", - "issue:42915|issue:43742", "issue:44291|issue:45042", + "issue:42915|issue:44821", "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:42915|issue:44821", "issue:43525|issue:46291", "issue:29159|issue:34567", "issue:44568|issue:45356", "issue:44987|issue:45538", - "issue:43404|issue:45127", "issue:43927|issue:44912", - "issue:43697|issue:45357", "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", "issue:43425|issue:46291", - "issue:44849|issue:45701", "issue:42175|issue:43824", "issue:43577|issue:46512", "issue:28282|issue:34689", - "issue:43317|issue:45538", "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:43742|issue:44291", @@ -6360,235 +6322,233 @@ "issue:43540|issue:44560", "issue:44479|issue:45381", "issue:43540|issue:44479", - "issue:42915|issue:43749" + "issue:42915|issue:43749", + "issue:24643|issue:29159" ], - "prepared_review_unit_hash": "e36f6e7da34d1029457985b4619dffc878a5daaa402ebdb98b5c3e9fb6a418a7", + "prepared_review_unit_hash": "86b3c3a289271bbcdbae446fa753147b5246cde78c2e509265fe1d79dd587e66", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37312, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "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 set is highly heterogeneous: most items are unrelated model-loading, tokenizer, dtype, offload, or backend-specific bugs. None of the soft pairs look like the same underlying change or defect, so all soft edges are rejected. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45701 is the broadest, most central-sounding item in the set (generic tokenization regression with multiple inbound refs), but the overall cluster is too mixed for a truly strong canonical issue.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best available representative by breadth and linkage activity, though it does not actually unify the heterogeneous bugs in this cluster.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both relate to memory/offload behavior, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; different failure modes and code paths." + "reason": "Different problems: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo/OOM." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "One is lm_head weight tying in Mistral3, the other is dtype propagation in BLIP2; unrelated bugs." + "reason": "Unrelated bugs: init_empty_weights argument handling vs PIL backend torchvision dependency." }, { "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different models and symptoms: FineGrainedFP8Config failure vs a key error loading MobileLLM-125M." - }, - { - "left": "issue:44291", - "right": "issue:45042", + "right": "issue:44821", "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to PIL backend torchvision requirements." + "reason": "Different model/config bug vs image processor URL loading failure." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they involve different models and distinct runtime errors." + "reason": "Both mention CPU offload, but they are different model-specific failures and not the same code-path bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting is unrelated to perplexity on gpt-oss-20b." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "FineGrainedFP8Config loading failure is unrelated to AutoImageProcessor URL loading." + "reason": "Trainer token accounting bug vs perplexity regression on a model/eval setup." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels version/revision import failure." + "reason": "Different areas: config attribute missing vs pipelines import failure with kernels versioning." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency vs TrainerState token accounting are different subsystems and bugs." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizers and different concrete failures." + "reason": "Both are tokenizer-related, but they describe different regressions and different models/code paths." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading failure for a specific model is unrelated to CLIPTokenizer model_max_length behavior." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve tied embeddings/lm_head, but one is a missing tie in a specific model and the other is LoRA merge collapse after vocab extension; not the same bug." + "reason": "Loading a specific model on 5.1+ is unrelated to CLIPTokenizer max_length behavior." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token ID persistence on save/load is unrelated to MXFP4 quantization fallback." + "reason": "Custom token IDs persistence is unrelated to MXFP4 quantization fallback." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder key saving are unrelated issues." + "reason": "Different tokenizer/model configuration bugs with no shared underlying failure." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "FP8 model load failure is unrelated to tokenizer max-length settings." + "reason": "Both involve tied embeddings, but one is a Mistral3 model weight-tie bug and the other is LoRA merge with extended vocabulary." }, { - "left": "issue:43452", - "right": "issue:46291", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "gguf_file loading breakage is unrelated to kernels version/revision import requirements." + "reason": "RTDetrV2 output drift is unrelated to Qwen3.5 save_pretrained visual key regression." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Qwen3.5 hidden-state output behavior is unrelated to a broad tokenization-change report." + "reason": "Torch compatibility is unrelated to kernels import requirements." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5-VL class import are unrelated." + "reason": "Backend packaging issue vs missing Qwen2_5_VL symbol import." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype propagation and config.dtype staleness are related only superficially; different affected code paths and models." + "reason": "Both involve dtype/state propagation, but one is a Blip2 submodule dtype bug and the other is stale config dtype from from_config." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-not-found import error is unrelated to Llama 3.2 vision model loading regression." + "reason": "Missing PyTorch import is unrelated to a specific model-loading regression." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to tokenizer max-length behavior." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to PEFT version pinning." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version pin issue." + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max_length." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf loading and Apple Silicon allocator warmup TypeError are unrelated bugs." + "reason": "gguf_file loading and Apple Silicon allocator warmup are separate bugs." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." + "reason": "Qwen3.5 output_hidden_states regression is unrelated to generic tokenization changes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model is unrelated to TrainerState token tracking." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer errors with different root causes; not the same underlying bug." + "reason": "Both are tokenizer load failures, but they do not point to the same underlying defect." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Key error loading a model and init_empty_weights argument handling are unrelated." + "reason": "Different loading errors: a missing model key vs unexpected init_empty_weights argument." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "CUDA assert under auto device mapping and video-input ValueError in Qwen3OmniMoe are different failures." + "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3OmniMoe video-input validation." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box-information error messaging." + "reason": "ImportError for PyTorch is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but the reported errors and likely code paths differ." + "reason": "Both are video-input issues, but they affect different models and 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." + }, + { + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Related family and version area, but one is a broad video-input regression across multiple models and the other is a specific position-id bug in qwen2.5-vl." + "reason": "Loading a model on transformers>=5.1.0 is unrelated to CLIPTokenizer max_length handling." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure and the multi-model v5.3.0 video regression are not concrete duplicates." + "reason": "Qwen3OmniMoe video processing and Qwen video-input regression are different bugs and model paths." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to FSDP CPU RAM-efficient loading." + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6597,7 +6557,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 21, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -6605,10 +6565,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:24643", "issue:27957", "issue:28282", - "issue:29159", "issue:34567", "issue:36331", "issue:38175", @@ -6640,6 +6598,7 @@ "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45405", "issue:45479", "issue:45488", @@ -6647,6 +6606,7 @@ "issue:45600", "issue:45823", "issue:45907", + "issue:45920", "issue:45987", "issue:46399", "issue:46463", @@ -6655,13 +6615,12 @@ ], "soft_pairs": [ "issue:44987|issue:45907", - "issue:24643|issue:29159", "issue:42175|issue:44488", "issue:44568|issue:45488", "issue:38175|issue:44898", - "issue:44737|issue:46463", - "issue:43493|issue:43994", "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:44737|issue:46463", "issue:27957|issue:28282", "issue:34567|issue:36331", "issue:43257|issue:43756", @@ -6670,207 +6629,223 @@ "issue:44792|issue:44964", "issue:43906|issue:46468", "issue:45042|issue:45081", - "issue:44568|issue:46491", "issue:43742|issue:44589", - "issue:43526|issue:45479", + "issue:44568|issue:46491", "issue:44737|issue:45588", "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:43404|issue:45987", - "issue:45823|issue:46463", "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:42796|issue:43906", + "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "d72472684c4a4aaa5fe92e36aea7be14faf117a4066693658298310734650d9b", + "prepared_review_unit_hash": "a8b93ba5a9f3b9e5b14e515cf8f6d55b8fe38ddb96663a552d110e0ab0886597", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35854, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "serialized_chars": 35932, + "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 mostly heterogeneous: tokenizer regressions, model-loading failures, dtype/device issues, and trainer bugs across unrelated code paths. I only see one plausible duplicate pair in the SigLIP2 reports; the rest should stay separate.", - "confidence": 0.76, + "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, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the best single issue to anchor on because it is a concrete, user-facing SigLIP2 regression with a clear repro, and it is the closest match to the only likely duplicate pair in the set.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different problems: model loading failure for physical-intelligence/fast vs list_repo_files not forwarding revision in CI." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "Unrelated subsystems: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." + "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." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Different bugs: packaging/backend dependency issue vs model load failure for cjvt/sleng-bert." + "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." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and code paths: mdeberta special-token handling vs DeepSeek/Llama tokenizer pre-tokenizer override." + "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." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 zero probabilities vs Perceiver non-default resolution interpolation failure." + "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." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Distinct model/code-path issues: XLNet CPU arange bug vs T5 decoder input validation message." + "reason": "These are different initialization/loading errors: one is init_empty_weights passing an unexpected argument, the other is loading AutoImageProcessor from URL." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same model family and same underlying SigLIP2 wrong-output regression; the JAX-vs-HF discrepancy and nonsensical AutoModel/pipeline outputs plausibly stem from the same implementation bug." + "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." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Different loading failures: unexpected _is_hf_initialized argument vs AutoImageProcessor-from-URL behavior." + "reason": "One is an XLNet device-placement performance bug, the other is an incorrect T5 decoder-input validation error message; unrelated code paths." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Different issues: Flash Attention 2 with XLM-Roberta vs missing PyTorch import error." + "reason": "Different problems entirely: Flash Attention 2 support for XLM-Roberta versus missing PyTorch environment detection for AutoModel." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer metrics bug vs custom compute_loss signature change; related area but not the same defect." + "reason": "TrainerState token accounting not updating is unrelated to CustomTrainer.compute_loss() receiving an unexpected num_items_in_batch argument." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Both mention model internals, but one is MoE weight conversion under accelerate/deepspeed and the other is RoPE layer dropping in SmolLM3." + "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." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Separate dtype issues in different models and contexts: BLIP2 loading vs SwitchTransformers/TimmWrapperModel bfloat16 inference." + "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." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer bugs, but different failures: AddedToken special-arg duplication vs Mistral regex patch crash." + "reason": "Different tokenizer failures: AddedToken keyword collision versus Mistral regex patch crashing on a backend_tokenizer attribute check." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal failures: Janus test failure vs Phi-4 multimodal load failure." + "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": "No clear overlap; one is a reproduction of a prior issue, the other is a Nemotron example breakage." + "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." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: PIL image processor torchvision dependency vs Mistral tokenizer regex patching." - }, - { - "left": "issue:44568", - "right": "issue:46491", - "accept": false, - "reason": "Both tokenizer regressions, but different models and symptoms: missing BOS/EOS vs CodeLlama round-trip leading-space loss." + "reason": "Different issues in different tokenizer/image-processing layers: PIL backend image processors requiring torchvision versus a Mistral regex crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time failures: MobileLLM key error vs missing Float8 storage object." + "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." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior across multiple models." + "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." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor allocation bug vs flash_attention crash on s_aux=None are unrelated." + "reason": "XLNet CPU device placement and flash_attention.py crashing on s_aux=None are unrelated implementation bugs." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different bugs: SmolLM3 RoPE-layer dropping vs Qwen3.5 kernel registration crash." + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 use_kernels/apply_rotary_pos_emb registration are distinct model issues." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE-related code, but the model families and defect types differ (layer dropping vs still-image temporal scaling)." + "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." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache.get_seq_length returning a tensor." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to StaticCache.get_seq_length() returning a tensor instead of an int." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "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." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder input validation are different problems." + "reason": "Gemma4 PLE device mismatch during forward and T5 decoder-input validation messaging are distinct bugs." + }, + { + "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." + }, + { + "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." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to the isolated reproduction of a separate prior issue." + "reason": "Ministral tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same underlying defect." + }, + { + "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." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it stays conservative about the cluster\u2019s heterogeneity, and the single accepted SigLIP2 pair is a reasonable soft match rather than an overclaim. I don\u2019t see any soft-edge verdicts that cross into unsupported certainty." - }, - "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 }, @@ -6879,7 +6854,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 22, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -6897,22 +6872,22 @@ "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:44484", "issue:44493", "issue:44514", "issue:44625", - "issue:44704", "issue:44811", "issue:44843", "issue:44877", @@ -6922,13 +6897,12 @@ "issue:45005", "issue:45200", "issue:45216", - "issue:45357", + "issue:45356", "issue:45372", "issue:45375", "issue:45381", "issue:45542", "issue:45823", - "issue:45920", "issue:46050", "issue:46121", "issue:46170", @@ -6937,19 +6911,18 @@ "issue:46491" ], "soft_pairs": [ - "issue:45357|issue:45920", - "issue:44913|issue:46121", "issue:44625|issue:44877", - "issue:43720|issue:44898", + "issue:44913|issue:46121", "issue:43697|issue:45216", + "issue:43720|issue:44898", "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:44466|issue:45005", "issue:28282|issue:33357", + "issue:44466|issue:45005", "issue:43452|issue:44843", "issue:43688|issue:43749", "issue:43819|issue:44811", @@ -6957,207 +6930,205 @@ "issue:44361|issue:44442", "issue:38175|issue:43295", "issue:43653|issue:44361", - "issue:45542|issue:46178", "issue:45372|issue:46170", + "issue:45542|issue:46178", "issue:42898|issue:46491", - "issue:44484|issue:44704", + "issue:43452|issue:43577", "issue:44514|issue:45381", - "issue:43452|issue:43577" + "issue:43295|issue:45356", + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "e1e2351b45af73adc07994a6ce9c4da5f591d572843b530604752ccd536d2c8d", + "prepared_review_unit_hash": "c94f0e3446502de7c538f47d060f6ede419926e169ca3923afa80375d53b2b35", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35930, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 35311, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated single-bug reports across different model families and code paths. The only plausible duplicate pair is the tied-weights/save_pretrained regression in v5 (issues 44466 and 45005), with 45005 as the broader umbrella.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45005 is the best umbrella representative for the tied-weights regression cluster: it is broader, explicitly about tied weights in v5, and can subsume the narrower device-dependent serialization symptom reported in 44466.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the strongest issue candidate because it captures the shared underlying save_pretrained/tied-weights problem at a higher level than the narrower 44466 report.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Different regressions: Qwen3.5 visual-encoder key serialization vs AutoTokenizer returning wrong token IDs across multiple models." + "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." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch config/rope-related code, but one is a silent reload defaulting bug and the other is a TypeError on JSON-loaded lists; different root cause." + "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." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both are config-loading issues, but they affect different models and code paths: num_labels propagation vs strict config rejection." + "reason": "Different models, different code paths, and different symptoms: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated model bugs: BitNet packed-weight loading vs Perceiver interpolation handling." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different failure modes and models: RTDetrV2 output regression vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Packed-weight loading in BitNet is unrelated to Perceiver resolution/interpolation failure." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is a generic AutoConfig trust_remote_code issue and the other is a model-specific strict-field omission." + "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." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different bugs: DeepSpeed weight shape error vs LayoutLMv3 box-information error message." + "reason": "Completely different bugs: DeepSpeed training weight shape error vs LayoutLMv3 box validation message clarity." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different code paths: Gemma3 loading with ZeRO-3 vs trainer.evaluate failing after train." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are unrelated." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "One is a missing-default input requirement for Gemma 4 fine-tuning; the other is a T5 decoder-input validation message issue." + "reason": "Gemma 4 text-only fine-tuning defaults and T5 decoder-input error messaging are different issues." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different errors and subsystems: missing PyTorch import vs Trainer NoneType broadcast failure." + "reason": "AutoModel missing PyTorch import is unrelated to NoneType broadcast errors in Trainer/DeepSpeed." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different regressions: unexpected position-id keys vs quantized model save/load breakage." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same v5 tied-weights/save_pretrained serialization problem; 45005 is the broader umbrella and 44466 looks like a device-dependent manifestation." + "reason": "Unexpected position-id keys and sinq quantized save/load corruption are distinct bugs." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different environment failures: PyTorch import missing vs macOS bus error with a CLIP model." + "reason": "PyTorch import failure and MacOS bus error in CLIP loading are 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." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but one is gguf file handling and the other is an offline-mode mistral regex patch bug." + "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": "Different problems: auxiliary-loss normalization vs broken FSDP CPU RAM-efficient loading." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Unrelated: DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: trainer lifecycle issue vs Gemma4 device-map mismatch." + "reason": "Trainer lifecycle failure and Gemma4 device_map forward mismatch are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but they involve different tokenizers and different failure modes." + "reason": "Different tokenizer classes and errors; no shared underlying bug is evident." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: SIGLIP2 zero probabilities vs processor.tokenizer/custom model regression." + "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs with different models and symptoms." + "reason": "BigBirdTokenizer special-token registration bug and MLukeTokenizer AttributeError are different tokenizer issues." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both concern backend availability, but they are different backend-mapping failures (tensorflow vs tensorflow_text) with different causes." + "reason": "Gemma 4 processor import failure and Windows ROCm/torch.distributed dependency issues are unrelated." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Different dependency/import failures: mistral_common ReasoningEffort vs Windows ROCm torch.distributed dependency." + "reason": "Both are backend/import errors, but one is TensorBoard-without-TensorFlow and the other is tensorflow_text missing from BACKENDS_MAPPING; different fixes." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both involve tokenization behavior, but one is a v5 API-default change and the other is a CodeLlama whitespace round-trip regression." + "reason": "General v5 clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different save/load API issues: shard-size question vs kwargs not passed to cached_file." + "reason": "gguf_file loading failure and Blip2 dtype propagation are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Related model family, but distinct bugs: batched chat-template crash vs wrong vision_position_ids for video input." + "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." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Different loading regressions: gguf handling vs dtype not propagating to Blip2 submodules." + "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex warning issues are different underlying problems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM key-error loading are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster call is grounded in the packet. The only accepted soft pair, issue:44466 \u2194 issue:45005, is a conservative and plausible duplicate/umbrella match around v5 tied-weights save_pretrained serialization. The rest of the pair judgments also stay appropriately cautious and do not overclaim shared root causes. The summary is consistent with the evidence and does not overstate similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7166,7 +7137,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 23, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -7179,13 +7150,13 @@ "issue:33357", "issue:33666", "issue:36010", + "issue:36331", "issue:41720", + "issue:43262", "issue:43295", "issue:43504", - "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43643", "issue:43646", "issue:43653", @@ -7200,290 +7171,283 @@ "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:45356", "issue:45440", "issue:45491", "issue:45701", "issue:45704", "issue:46002", "issue:46050", - "issue:46209", "issue:46365", "issue:46402" ], "soft_pairs": [ - "issue:43295|issue:45356", - "issue:43531|issue:43742", + "issue:44484|issue:44704", "issue:43577|issue:43697", - "issue:43653|issue:44568", "issue:44464|issue:44743", + "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:44843|issue:44991", - "issue:43688|issue:45704", "issue:29159|issue:33357", + "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:43550|issue:44361", "issue:45491|issue:46002", + "issue:43550|issue:44361", "issue:44464|issue:44977", - "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:32090|issue:33666", + "issue:33666|issue:36010", "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:43504|issue:43720", - "issue:44514|issue:45290", "issue:43577|issue:44554", "issue:43504|issue:44610", "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:44554|issue:46365", - "issue:44977|issue:46209" + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:44554|issue:46365" ], - "prepared_review_unit_hash": "6094adf0ec07a5ea6bf793b656004f269fb7494d5128a61f38a418b448f19154", + "prepared_review_unit_hash": "d22cde64dbde65e4c96d42ea35e883f86ab37cb9afdcb09b851ed00dc484c7d9", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37676, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly about Transformers regressions and compatibility failures, with many tokenizer- and model-loading-related reports, but the soft pairs mostly describe different concrete bugs, not duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45701 is the broadest umbrella report in the set (tokenization changes across Transformers versions) and best fits the shared regression theme; the other issues are narrower model- or code-path-specific failures.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best global representative because it captures the general tokenizer/version-regression pattern seen across the cluster, even though the cluster is heterogeneous and not a tight duplicate group.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but one is about processor.tokenizer/images in custom code and the other is Kimi-K2.5 codec handling; different bug paths." - }, - { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM-125M load key error are unrelated failures." + "reason": "Different problems: save_pretrained shard-size behavior vs missing kwargs propagation in AutoProcessor/cached_file." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output mismatch are different model-specific issues." + "reason": "Both are model issues, but one is dtype propagation in Blip2 loading and the other is output divergence in RTDetrV2; different code paths." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta BOS/EOS omission are distinct tokenizer bugs." + "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation-path bugs." + "reason": "Both mention special tokens, but they are different tokenizers and different failures: mask token registration vs BOS/EOS addition." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate startup/loading regressions." + "reason": "Custom model initialization breakage and FSDP RAM-efficient loading are separate failure modes." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching and est-roberta tokenizer loading failures are both tokenizer-related but not the same underlying issue." + "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." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated model implementation bugs." + "reason": "Inconsistent slow/fast tokenizer behavior is unrelated to a MacOS bus error loading a pretrained CLIP model." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a MacOS CLIP bus error are not the same failure mode." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to the T5 RMSNorm memory leak." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weights not loading are different model config/loading problems." + "reason": "RoPE-layer count in Smollm3 and missing text-encoder weights in Sam3Model are different model-specific loading issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Missing BigBird special-token registration and DiaConfig losing custom token IDs after save/load are distinct tokenizer/state bugs." + "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization and DeepseekV3MoE divergence are separate algorithm/implementation issues." + "reason": "MoE auxiliary-loss normalization and remote DeepSeekV3 implementation divergence are different bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile with SDPA in Bamba and DiaConfig token-ID loss are unrelated." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to config token-ID persistence in DiaConfig." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "One is a MoE loss-scaling bug; the other is a broad tokenization regression report." + "reason": "Auxiliary-loss normalization and broad tokenization changes are unrelated issues." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are different Qwen3.5 problems." + "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are separate features." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Bamba SDPA/compile failure and MLukeTokenizer AttributeError have no shared code path." + "reason": "Both mention NaNs, but one is a sliding-window attention batching bug and the other is a classification-head initialization/checkout issue." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Gemma3 sliding-window NaNs and classification-head NaNs on checkout/init are separate numerical issues." + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation and flash-attention generation failure are different generation bugs." + "reason": "Chunked generation with compiled forward and flash-attention generation failure are different generation paths and symptoms." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is not the same as failing to load AutoImageProcessor from a URL." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import error are unrelated." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loader failures." + "reason": "A800 cudaErrorAssert under auto device mapping is a different problem from compiled-forward chunked generation inconsistency." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "NoneType gpu broadcast in Trainer and Qwen2-VL multi-GPU training are not the same issue." + "reason": "Trainer NoneType gpu_broadcast error and Qwen2-VL multi-GPU training are separate multi-GPU issues." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and chunked generation with compiled forward are different runtime paths." + "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." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Missing config fields with trust_remote_code and removal of is_torch_fx_available are separate trust_remote_code regressions." + "reason": "Both are apply_chat_template crashes, but the trigger conditions differ materially: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization inconsistency and sinq quantization save/load breakage are different persistence bugs." + "reason": "Inconsistent lm_head.weight serialization is not the same as quantized save/load breakage for sinq." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading and Bamba SDPA compile failure are unrelated." + "reason": "Legacy-field model loading and torch.compile+SDPA are unrelated failures." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field model loading and packed-weight unpacking during accelerate loading are different model-loading bugs." + "reason": "Legacy-field loading bug is distinct from accelerate failing to unpack BitNet packed weights." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both concern apply_chat_template, but one is batched padding=False on Qwen2.5-VL and the other is tool-call assistant messages with no content." + "reason": "Loading a preset due to a legacy field is unrelated to processor output-size mismatch." }, { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor image-size mismatch are different processor/model configuration issues." + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are different code paths." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token-ID loss are distinct." + "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regression are different processor bugs." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "CPU offload device mismatch for bark-small and DiaConfig token-ID loss are unrelated." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention correctness on MPS and Trainer import affected by datasets are entirely different problems." + "reason": "MPS attention correctness on Apple GPUs has nothing to do with importing Trainer being affected by datasets installation." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/backend issues." + "reason": "Blip2 dtype loading and an MPS attention correctness bug are not the same underlying issue." } ] }, @@ -7499,7 +7463,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 24, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -7510,10 +7474,8 @@ "issue:28218", "issue:33357", "issue:33666", - "issue:36331", "issue:39692", "issue:43257", - "issue:43262", "issue:43278", "issue:43295", "issue:43299", @@ -7523,6 +7485,8 @@ "issue:43525", "issue:43540", "issue:43572", + "issue:43575", + "issue:43606", "issue:43646", "issue:43688", "issue:43701", @@ -7556,8 +7520,8 @@ "issue:46489" ], "soft_pairs": [ - "issue:43262|issue:43295", - "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:44977|issue:46209", "issue:43525|issue:43572", "issue:43452|issue:44451", "issue:43278|issue:43688", @@ -7567,181 +7531,182 @@ "issue:43493|issue:43825", "issue:44964|issue:45405", "issue:39692|issue:43493", - "issue:44849|issue:46209", "issue:44625|issue:45584", "issue:28218|issue:33357", - "issue:44849|issue:45357", + "issue:44849|issue:46209", "issue:39692|issue:43295", - "issue:43278|issue:43844", "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:43540|issue:44977", "issue:44589|issue:45520", + "issue:43540|issue:44977", "issue:43257|issue:43299", "issue:44568|issue:45812", "issue:43334|issue:43572", - "issue:43927|issue:44361", "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43334|issue:45759", "issue:43278|issue:43701", - "issue:43334|issue:45759" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "9b812e7c7abcd1b6dde8cd674ac938e5f0d40354f8531f4c001de45172cb8327", + "prepared_review_unit_hash": "afc03e2d26b11c2b9fad4a7a5b429ea9416e377fc62a62bdc959984c9564472c", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36515, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "soft_pair_count": 32, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer regressions, model-loading failures, config attribute issues, and unrelated training/runtime bugs. None of the soft pairs look like true duplicates under a strict triage standard. The clearest representative issue is the Granite tokenizer regression (#45812).", - "confidence": 0.82, - "canonical_issue_reason": "#45812 is the most concrete, high-signal, and broadly scoped regression in the set: it describes a silent tokenizer bug affecting all Granite models with a clear v4\u2192v5 change. It is a better canonical representative than the narrower or more model-specific reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#45812 is the best global representative issue because it is specific enough to be actionable, yet broad enough to represent the main tokenizer-regression theme present in the cluster.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different subsystems and failure modes: audio chat-template sampling-rate defaulting vs processor/tokenizer access and image-tokenizer regression." + "reason": "CPU offload device mismatch in CI is unrelated to DiaConfig token-ID loss and generation IndexError." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to a CustomTrainer compute_loss signature mismatch." + "reason": "Flash-attention generation bug and FP8/B200 inference failure are different failure modes and code paths." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different models and different config attributes; not the same underlying bug." + "reason": "Both mention missing pad-token fields, but they affect different configs/models and different attributes, so not the same bug." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but one is a gguf/auto-loader regression and the other is a specific model load issue for ScandiBERT." + "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": "Training/eval dtype mismatch is unrelated to auxiliary-loss normalization." + "reason": "dtype drift between train/eval is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated code paths." + "reason": "Packed-weight loading for BitNet and MLukeTokenizer task AttributeError are unrelated subsystems." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map forward mismatch is not the same as sinq quantized model save/load corruption." + "reason": "Device mismatch during forward is not the same as broken quantized save/load round-tripping." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 inference quality issues are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong model outputs for SigLIP2 are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "A SigLIP2 implementation discrepancy is unrelated to a pipeline error message bug." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are different problems." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure and a dependency-version bump are not the same bug." + "reason": "Multimodal model load failure is unrelated to the PEFT minimum-version bump." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs example errors are not the same underlying problem as the SigLIP2 implementation discrepancy." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated issues." + "reason": "Doc example errors are not the same as a model-vs-JAX implementation discrepancy." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different model/component bugs." + "reason": "num_labels propagation and Whisper empty-transcription generation failure are distinct regressions." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in CLIP loading." + "reason": "Tokenizer-added-space behavior is unrelated to a MacOS bus error in CLIP loading." }, { "left": "issue:44849", - "right": "issue:45357", + "right": "issue:46209", "accept": false, - "reason": "Both involve Qwen3.5, but one is hidden-states output and the other is save_pretrained visual-encoder key serialization." + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure do not share the same code path." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A SigLIP2 docs example bug is unrelated to the processor.tokenizer/image-tokenizer regression." + "reason": "A documentation example issue is not the same as a regression in processor.tokenizer access." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype changes and gradient explosion with ZeRO-3 are different training pathologies." + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient inflation are unrelated model/training bugs." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth." + "reason": "Embedding dtype mismatch and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior and incorrect visual-encoder key saving are different Qwen3.5 bugs." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure is not the same as AutoTokenizer offline-mode breakage in _patch_mistral_regex." + "reason": "Different model-load failures: one is a specific checkpoint load issue, the other is an offline-mode hub lookup bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breaks broadly, but inconsistent lm_head serialization is a different save/load bug." + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head.weight serialization." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different failure mechanisms; too broad to merge." + "reason": "These are both tokenizer issues, but they affect different tokenizers and different symptoms, so they are not clearly the same bug." }, { "left": "issue:33357", @@ -7750,58 +7715,64 @@ "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Float8 storage resolution failure and flash_attn import KeyError are separate dependency/runtime problems." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a flash_attn import_utils KeyError on Python 3.13." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to flash-attention generation behavior in Qwen3.5." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3-MoE-related, but one is weight conversion with accelerate/deepspeed and the other is multimodal loading in dev; not the same bug." + "reason": "Both involve Qwen MoE loading, but one is missing weight conversion under accelerate/deepspeed while the other is a different dev-loading regression." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is mDeBERTa special-token handling while the other is Granite token IDs; different models and fixes." + "reason": "Both are tokenizer regressions, but one misses BOS/EOS insertion while the other corrupts token IDs for Granite models." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as missing pad_token_idx in StableLmConfig." + "reason": "Qwen3-VL pad_token_id AttributeError and StableLm pad_token_idx issue are different model/config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated import/runtime issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig custom token IDs lost on save/load is unrelated to MLukeTokenizer task AttributeError." + "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError do not share the same underlying fault." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "An import error for Qwen2.5-VL is unrelated to a Float8 storage type error." + "reason": "pad_token_id missing in Qwen3-VL text config is unrelated to from_config not unwrapping text_config for composite multimodal configs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift during eval and resume_from_checkpoint key mismatch are unrelated bugs." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "pad_token_id missing in Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "TP OOM when loading Qwen2-57B is unrelated to a PyPI version pin issue." } ] }, @@ -7817,7 +7788,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 25, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -7832,6 +7803,7 @@ "issue:30333", "issue:32090", "issue:34567", + "issue:37428", "issue:38175", "issue:42490", "issue:43065", @@ -7839,13 +7811,13 @@ "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", @@ -7856,9 +7828,7 @@ "issue:44734", "issue:44792", "issue:44964", - "issue:45072", "issue:45084", - "issue:45198", "issue:45200", "issue:45229", "issue:45405", @@ -7875,11 +7845,10 @@ "issue:46424" ], "soft_pairs": [ - "issue:43504|issue:43606", "issue:44464|issue:46424", - "issue:43575|issue:45405", - "issue:43572|issue:44291", + "issue:43504|issue:43606", "issue:44792|issue:45405", + "issue:43572|issue:44291", "issue:45200|issue:45229", "issue:43606|issue:44112", "issue:44493|issue:46285", @@ -7887,219 +7856,213 @@ "issue:45229|issue:45823", "issue:44464|issue:45584", "issue:43994|issue:44493", - "issue:29942|issue:30333", "issue:43873|issue:46050", - "issue:43844|issue:44964", "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43844|issue:44964", "issue:43065|issue:46369", - "issue:42490|issue:43696", "issue:29159|issue:32090", - "issue:44423|issue:44734", + "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", - "issue:45072|issue:45198" + "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "2fe8a7f6565e003e322f74ae69b6bf73cbea4a6693acfdf74c7f0a46dd7b1d28", + "prepared_review_unit_hash": "1a2a9f7a3c714a39f21a422af48846b61d98707b2bd2c3faa498b1c6efe0d7e8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35311, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, serving, quantization, training, and CI failures. I rejected all soft duplicate edges because they do not describe the same concrete bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a reliable duplicate hub; the set is too heterogeneous to justify one canonical issue.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the closest representative of the few related quantization/offloading reports, but it still is not a true duplicate target for the rest.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Legacy field loading failure vs CPU offload device mismatch; different code paths and symptoms." + "reason": "Chunked generation with compiled forward is unrelated to cache max length handling for quantized cache." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Compiled-forward generation inconsistency vs cache-length config behavior; related area, but not the same bug." + "reason": "BEiT pretrained-loading legacy field bug is unrelated to the Bark CPU offload device-mismatch bug." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM vs PEFT version pin; unrelated issues." + "reason": "A failing janus image-generation test is unrelated to a PEFT version-bump/package availability issue." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field vs init_empty_weights TypeError; different loading failures." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus image-generation test failure vs PEFT version bump; no overlap in underlying problem." + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights _is_hf_initialized TypeError are different loading-path regressions." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing multimodal token IDs for fine-tuning vs multi-GPU inference OOM; distinct bugs." + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device behavior, but one is a model offload mismatch and the other is a stale CI test." + "reason": "Bark CPU offload mismatch and a GraniteSpeech CI test issue are unrelated." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key handling vs CLIP text-model structure change; not the same issue." + "reason": "Unexpected position-id key errors and CLIP text-model structure inconsistencies are not the same bug." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Pretrained loading field issue vs tokenizer special-token registration; unrelated." + "reason": "A BEiT legacy-field load failure and a BigBirdTokenizer special-token registration bug are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during multi-GPU inference vs PLE device mismatch in Gemma4 forward; different failure modes." + "reason": "Gemma4 OOM during multi-GPU inference and Gemma4 PLE device mismatch are distinct failure modes." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled forward generation inconsistency vs Whisper empty-transcription failure after token alignment; different models and code paths." + "reason": "Compiled-forward chunked generation issues are unrelated to Whisper empty-transcription behavior after align_special_tokens." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs vs position-id key warnings; not the same underlying bug." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys affect different code paths." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Flash Attention CI tests vs MLflow failure-reporting bug; unrelated." + "reason": "Quantized offloading behavior and SQuAD/sinq save-load breakage are different issues." }, { - "left": "issue:43873", + "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load after sinq quantization; not mergeable as one fix." + "reason": "Flash-attention sink-less-model crash is unrelated to quantized save/load corruption." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "ZeRO-3 gradient anomaly vs Phi-4 multimodal load failure; different problems." + "reason": "Flash Attention 2 test failures and MLFlow job reporting on failure are unrelated." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Flash-attention sink-less AttributeError vs quantized save/load breakage; unrelated code paths." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d implementation vs memory overflow in sam3-litetext; one is structural, the other is a runtime OOM." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Import warning for local paths vs GPT-oss OOM; no relation." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 memory overflow are different issues." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency vs Trainer broadcast NoneType error; unrelated subsystems." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the _gpu_broadcast_one NoneType error." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Serve crashes in different multimodal/KV-cache paths; same surface area, but not the same concrete bug." + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "Template-node compilation TypeError is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different serve bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing bug vs TrainerState token counter not updating; different functionality." + "reason": "Added-token spacing and TrainerState token-count tracking are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs PyTorch version check for AuxRequest import; unrelated." + "reason": "MPS attention correctness and flex_attention PyTorch version check are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero-probability outputs; different models and failures." + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope-parameter JSON list TypeError; unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope validation list TypeError are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; different bug classes." + "reason": "SigLIP2 JAX/HF discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error vs Gemma4 text-only token defaults; not the same issue." + "reason": "Qwen3OmniMoe video-input processing error and Gemma4 mm_token_type_ids handling are unrelated." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "Flash-support import error and meta-device model-loading failures are separate compatibility issues." } ] }, @@ -8115,7 +8078,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 26, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -8123,8 +8086,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:28218", - "issue:35141", "issue:37428", "issue:38175", "issue:39692", @@ -8156,7 +8117,9 @@ "issue:44849", "issue:44898", "issue:44987", + "issue:45072", "issue:45127", + "issue:45198", "issue:45200", "issue:45290", "issue:45356", @@ -8172,238 +8135,231 @@ "issue:46512" ], "soft_pairs": [ - "issue:37428|issue:43957", - "issue:45200|issue:45823", + "issue:45072|issue:45198", "issue:43295|issue:43450", + "issue:45200|issue:45823", "issue:44186|issue:46192", - "issue:43232|issue:44849", "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:43550|issue:43844", "issue:39692|issue:46192", - "issue:44554|issue:45356", "issue:43572|issue:43957", - "issue:37428|issue:43824", + "issue:43550|issue:43844", "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:44554|issue:45356", "issue:45381|issue:46209", "issue:44466|issue:45127", - "issue:43950|issue:46285", "issue:42490|issue:43493", + "issue:43950|issue:46285", "issue:44898|issue:45412", + "issue:38175|issue:43493", "issue:43334|issue:43525", - "issue:44792|issue:45563", "issue:42915|issue:43824", - "issue:38175|issue:43493", + "issue:44792|issue:45563", "issue:43653|issue:44112", - "issue:43452|issue:46512", - "issue:28218|issue:35141" + "issue:43452|issue:46512" ], - "prepared_review_unit_hash": "37621dac511fdb9db72157b42ba84ee71158b9080f7bd952b2e990a5a4f1f6c8", + "prepared_review_unit_hash": "401d5d066d8dbf4175005f231c59476314b28d0ad621b8387d8412d11ac74553", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "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 + "soft_pair_count": 28, + "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 set is heterogeneous: the soft-similarity pairs mostly share broad subsystem words (loading, tokenizer, multimodal, config) but not the same concrete bug. I reject all proposed duplicate links; the strongest standalone issue in the set is a core `from_pretrained()` regression.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43950 is the strongest representative report here: it describes a concrete, high-impact `from_pretrained()` regression with a clear failure mode and broad loading impact, unlike the more model-specific or UI/doc-related reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best issue to anchor the cluster because it is the most general and actionable library regression in the set, with the broadest downstream effect.", + "best_issue_reason": "Same as the canonical choice: it is the clearest standalone bug report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Different root causes: missing flash-attn import symbol vs. meta-device loading breakage." - }, - { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 fine-tuning input defaulting vs. PLE device mismatch during forward; different code paths." + "reason": "Different bugs: bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer image-handling regression vs. batched video-shape bug; not the same failure." + "reason": "Processor/tokenizer regression vs batched video-shape bug; same broad area, not the same defect." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "NER padding/truncation crash vs. `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "mm_token_type_ids defaulting issue vs device_map=\"auto\" forward device mismatch." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Generation kwargs after `sync_gpus` vs. Qwen3.5 hidden-state output bug; unrelated." + "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation vs return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map/PLE mismatch is unrelated to `return_tensors` handling." + "reason": "Different failure modes: device placement during forward vs input construction kwargs handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different multimodal processor bugs: tokenizer/image path vs. OmDet-Turbo size mismatch." + "reason": "Custom processor/tokenizer API regression vs OmDet processor image-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." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." + "reason": "Processor/tokenizer regression vs offloading-with-quantization behavior." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit chat templates, but one is all-zero assistant masks and the other is a tool-call/no-content crash." + "reason": "Both involve chat templating, but one is assistant mask generation for multimodal inputs and the other is a tool-call/no-content crash." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig vs. model-loading failure for `physical-intelligence/fast`; different bugs." + "reason": "Missing pad_token_idx in a config vs a model-loading failure for a specific repo." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import registry failure for `flash_attn` vs. unsupported `tensorflow_text` backend mapping entry." + "reason": "Flash-attn import compatibility on Python 3.13 vs backend mapping validation for tensorflow_text." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "`torch.compile`+SDPA bug in Bamba vs. DeepSpeed ZeRO-3 gradient inflation; different runtime/training issues." + "reason": "SigLIP2 docs/example and quantization issues vs a generic return_tensors kwarg bug." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Doc example/model-processor mismatch and quantization failure vs. tokenizer argument handling; unrelated." + "reason": "Config attribute regression vs meta-device model loading breakage." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "MPS attention correctness issue vs. Kimi-K2.5 tokenizer codec regression; different layers." + "reason": "torch.compile/SDPA inference bug vs DeepSpeed ZeRO-3 training gradient anomaly." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Config field regression vs. meta-device model loading failure; different code paths." + "reason": "Batched video processor shape bug vs tensor-parallel OOM on model load." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and different models." + "reason": "Different import errors in unrelated code paths and model families." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Video processor batch-shape bug vs. tensor-parallel OOM while loading Qwen2; unrelated." + "reason": "MPS attention correctness issue vs tokenizer codec/regression warning issue." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs. FP8 inference failure on B200; no shared concrete fix." + "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization inconsistency of tied weights vs. LoRA merge collapse after vocab extension; related domain, different bug." + "reason": "Tied-weight serialization/device-dependent save behavior vs LoRA merge collapse with extended vocab." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` vs. CLIP class structure inconsistency; different symptoms and code paths." + "reason": "Local-path import warning vs SigLIP2 HF/JAX implementation discrepancy." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Trailing-slash import warning vs. SigLIP2 HF-vs-JAX discrepancy; unrelated." + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP text model structure drift." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure vs. RT-DETR memory not releasing; different subsystems." + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory-release problem." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Same symptom class (`pad_token_id` missing), but different model configs and likely separate model-specific fixes." + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Janus image-generation test failure vs. stale paged-generate warning; not the same bug." + "reason": "Both are pad_token_id AttributeErrors, but they hit different model configs and load paths." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure vs. Qwen2_5_VL import error; different model/runtime problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs an import error for Qwen2_5_VL." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both concern SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as one bug." + "reason": "Janus image-generation test failure vs a stale num_return_sequences warning in paged generate()." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration bug vs. GraniteSpeech CI stale override test; unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI stale device-override test." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF `from_pretrained()` breakage vs. `from_config(dtype=...)` leaving stale config dtype; different loading paths." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer added-space behavior vs. resized-embedding reinit bug; different components entirely." + "reason": "gguf_file loading path bug vs from_config(dtype=...) leaving config.dtype stale." } ] }, @@ -8419,7 +8375,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 27, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -8427,8 +8383,10 @@ "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", @@ -8472,229 +8430,234 @@ "issue:46234", "issue:46285", "issue:46402", - "issue:46431", - "issue:46512", - "issue:46566" + "issue:46512" ], "soft_pairs": [ + "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:43824|issue:43975", - "issue:43388|issue:43526", "issue:43526|issue:46192", "issue:45200|issue:45325", - "issue:44442|issue:45198", "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:43827|issue:43901", - "issue:45759|issue:46285", "issue:44610|issue:44857", + "issue:45759|issue:46285", "issue:44206|issue:45584", "issue:43819|issue:45083", "issue:43335|issue:43550", "issue:44857|issue:45593", "issue:45520|issue:46170", - "issue:43606|issue:45083", "issue:37428|issue:43425", - "issue:43611|issue:46402", + "issue:43606|issue:45083", "issue:45759|issue:46512", + "issue:43611|issue:46402", "issue:44514|issue:44521", "issue:29942|issue:32090", "issue:43335|issue:43653", - "issue:46431|issue:46566" + "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "3fe922a61254b95f4251432ec28d3efa2cb7413eed97730afdf0c9b2c384779b", + "prepared_review_unit_hash": "8a4bedef7802498878904ce9f63b149298162139597771dbcc3e89c313ebe098", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "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 pairs are only superficially similar by keywords; they span unrelated bugs across audio, multimodal chat templates, import/version breaks, training, and device/runtime issues. I would not merge any of the soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44521 is the most active and well-scoped item in the set, with multiple inbound references and discussion, so it is the best representative issue even though it is not a duplicate of the others.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue to keep as the cluster representative because it is concrete, reproducible, and has the most external references/activity in this group.", + "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_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." + }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different bugs: dtype mismatch during evaluation vs MoE training memory usage." + "reason": "Unrelated symptoms and code paths: dtype drift in evaluate vs. memory usage during Qwen3 MoE training." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Unrelated failures: missing Qwen2.5-VL import vs incorrect detokenization in DeepSeek Coder." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both concern labels, but one drops tuple labels in metrics and the other truncates BEiT image labels." + "reason": "Different failures in different models: import error for Qwen2.5-VL class vs. incorrect detokenization for DeepSeek coder." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Different processor issues: label reduction bug vs silently ignored return_tensors with text_kwargs." + "reason": "One is BeitImageProcessorFast label reduction, the other is return_tensors being ignored when text_kwargs is passed; not the same underlying bug." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal Qwen bugs: missing token-type defaults vs rope index scaling error." + "reason": "Both are multimodal/config issues, but one is mm_token_type_ids defaults and the other is rope index temporal scaling; different fixes." + }, + { + "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." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/speech related, but they affect different models and different failure modes." + "reason": "Both involve tokenizers, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save/tokenization behavior." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different modalities and code paths: audio chat-template sampling rate vs video batch output shape." + "reason": "Different label-handling bugs in different components: gather_for_metrics last-batch tuple handling vs. BeitImageProcessorFast reduce_labels." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Distinct problems: DAC latent reconstruction vs a GraniteSpeech CI device-override test." + "reason": "DAC latent reconstruction mismatch vs. a GraniteSpeech stale device-override CI test; not the same bug." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime failures, but they involve different models, precisions, and root causes." + "reason": "Both are hardware/runtime failures, but on different models, devices, and root causes (A800 cuda assert vs. B200 FP8 inference)." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Completely different issues: zero probabilities in SigLIP2 vs RT-DETR memory reclamation." + "reason": "Different model issues entirely: unexpected zero probabilities vs. memory not released on deletion." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are import-utils breakages, but they are for different missing helpers and different downstream failures." + "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." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs cleanup around v5 pipelines, but they target different docs and different deprecated APIs." + "reason": "Both are docs regressions after v5 changes, but they cover different APIs and deprecations (pipeline vs. return_all_scores)." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different model-configuration bugs: unwrapping text_config vs inconsistent CLIP text model structure." + "reason": "Different components and problems: OmDet-Turbo image size mismatch vs. LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different detection-related bugs: wrong processor image size vs AMP/CUDA crash in a loss implementation." + "reason": "Composite config unwrapping in AutoModelForCausalLM vs. CLIP text-model structure inconsistency; not the same code path." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription generation failure." + "reason": "One is an unsupported center arg in LasrFeatureExtractor, the other is Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Both mention feature-extraction helpers, but they are separate code paths and separate model families." + "reason": "Different bugs: DAC.from_latents mismatch vs. qwen3_omni_moe feature-extraction length helper behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Unrelated: SwitchTransformers config layer construction vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer construction bug vs. Bamba torch.compile/SDPA failure; unrelated fixes." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection model bugs: mixed-precision crash vs missing auxiliary losses when denoising is off." + "reason": "Different detection/training issues: float16 AMP crash in LwDetrImageLoss vs. missing auxiliary losses when denoising is off." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/version issues: Python 3.13 flash_attn lookup vs Windows ROCm distributed import failure." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Different subsystems and symptoms: CPU-offload device mismatch vs Qwen3 Omni feature-length helper behavior." + "reason": "Separate platform failures: flash_attn import key error on Python 3.13 vs. Windows ROCm torch.distributed dependency issues." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Version compatibility problems, but one is a missing flash-attention symbol and the other is Torch 2.10 incompatibility." + "reason": "Import error for a specific flash-attn helper vs. general Torch 2.10 incompatibility; too broad and not the same bug." }, { - "left": "issue:43611", - "right": "issue:46402", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and different loading stages." + "reason": "CPU offload device mismatch in bark-small vs. qwen3_omni_moe feature-length helper behavior; no overlap beyond being runtime bugs." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both involve from_config in multimodal setups, but one is about unwrapping text_config and the other about stale dtype metadata." + "reason": "Both involve from_config, but one is multimodal config unwrapping and the other is stale config.dtype after dtype construction." + }, + { + "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." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Related to apply_chat_template, but one is batched padding behavior and the other is assistant mask generation." + "reason": "Same API family but different symptoms: batched padding=False crash vs. all-zero assistant masks; not clearly one underlying bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Completely different failures: flash-attention tests vs Trainer GPU broadcast TypeError." + "reason": "Flash Attention 2 test failures vs. Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/config bugs with no shared code path." + "reason": "SwitchTransformers sparse-layer config bug vs. BigBirdTokenizer special-token registration/empty decode issue." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Unrelated: missing chat template vs weights stuck on meta with auto device mapping." + "reason": "Bamba SDPA/torch.compile failure is unrelated to GraniteSpeech stale device-override CI failure." } ] }, @@ -8710,7 +8673,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 28, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -8726,14 +8689,12 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", "issue:43504", "issue:43526", - "issue:43550", "issue:43606", "issue:43720", "issue:43819", @@ -8765,31 +8726,33 @@ "issue:45823", "issue:45859", "issue:46234", - "issue:46326" + "issue:46326", + "issue:46431", + "issue:46566" ], "soft_pairs": [ "issue:45290|issue:46326", - "issue:43550|issue:44112", + "issue:46431|issue:46566", "issue:44448|issue:44743", - "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:37428|issue:44351", - "issue:45200|issue:45588", - "issue:45127|issue:45245", "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:39692|issue:43526", "issue:43819|issue:44493", - "issue:44206|issue:45823", "issue:43335|issue:44112", - "issue:26413|issue:31501", + "issue:44206|issue:45823", "issue:43335|issue:45593", + "issue:26413|issue:31501", + "issue:34689|issue:35141", "issue:45310|issue:45478", "issue:45459|issue:46234", - "issue:34689|issue:35141", "issue:42490|issue:43854", "issue:39692|issue:44493", "issue:43606|issue:44857", @@ -8797,229 +8760,222 @@ "issue:44360|issue:44561", "issue:28218|issue:32090", "issue:44857|issue:45072", - "issue:45290|issue:45381", - "issue:38175|issue:44493" + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "aa848f6ee382b2f9c94a5717810ed6e0ba3d62600f59760022a3ffe14f302b62", + "prepared_review_unit_hash": "a76627b2e8557dbd66da38eacf403a8bc08748cfed33ad47ce81f171945a47dc", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37244, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 30, + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression: issue 45310 and 45478 describe the same failure.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the best canonical issue for the only true duplicate pair here: it matches 45478 on title and reported failure, and it is the earlier/more detailed report.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative artifact in this cluster because it is the clearest exact duplicate target among the items and has the most complete description for that specific bug.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer/chat-template bugs, but they concern different APIs and failure modes; not the same underlying issue." + "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`)." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Both mention CI/device-related failures, but they affect different models and code paths with different root causes." + "reason": "Completely different problems: missing chat template on a processor versus DiffusionGemma weights stuck on `meta` with `device_map=\"auto\"`." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different model implementations; no shared concrete bug path." + "reason": "Different models and bugs: Pegasus output drift across versions versus Qwen3.5 recurrent state reset with cache." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "One is a Python 3.13 import/parsing failure, the other is a helper output-length behavior issue; unrelated." + "reason": "Unrelated subsystems: SwitchTransformers sparse-layer construction versus BEiT semantic-segmentation preset loading with a legacy field." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and BEiT pretrained loading are unrelated bugs." + "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." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and different causes." + "reason": "Both are import errors, but for different symbols and causes (`_flash_supports_window_size` vs `HybridCache`)." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different models and different failure surfaces; not the same underlying bug." + "reason": "Different bug classes: dtype drift between train/eval versus an error message about unsupported translation tasks in v5." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "LoRA merge collapse and category-cardinality limits are unrelated problems." + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message." + "reason": "Gemma 4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` are separate code paths and failures." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 is unrelated to the Trainer NoneType broadcast failure." + "reason": "Different mechanisms entirely: LoRA merge with extended vocab versus the categorical-cardinality runtime error." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and different bug classes; no duplicate evidence." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior do not describe the same bug." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI failures, but one is packed-weight loading and the other is a stale device override test; not the same bug." + "reason": "BitNet packed-weight loading and a GraniteSpeech stale device-override CI failure are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve flash/offload-related code, but the concrete failure paths and affected components differ." + "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": "Documentation/example failures and a BeitImageProcessorFast label bug are unrelated." + "reason": "One is a SigLIP2 docs/model-processor mismatch with quantization issues; the other is a `reduce_labels` bug in BeitImageProcessorFast." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch and unexpected position-id keys are different issues." + "reason": "DAC latent decoding mismatch and unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and a GraniteSpeech CI device-override regression are not duplicates." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to the Gemma4 PLE device mismatch." + "reason": "Both involve device/dtype runtime failures, but they affect different models and code paths (LasrFeatureExtractor center arg vs Gemma4 PLE device mismatch)." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "A configuration bug in SwitchTransformers is unrelated to a CI test failing due to stale device overrides." + "reason": "SwitchTransformers config construction and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both affect training startup, but the checkpoint resume iterator error and the FineWeb SLM startup failure are different root causes." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb SLM training not starting are too general to be the same concrete bug." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Sparse-layer configuration and D-FINE auxiliary-loss behavior are unrelated." + "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." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Identical reported bug: both describe the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained error, with matching title and failure context." + "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." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf-error masking and a missing import_utils availability helper are unrelated." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Model-loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are different code-path problems." + "reason": "Tokenizer/protobuf error masking is unrelated to the missing `is_falcon_mamba_ssm_available` utility symbol." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash import warning and GLM-4.7 Flash test-loading failure are different issues." + "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 example errors and unexpected position-id keys are unrelated." + "reason": "SigLIP2 documentation errors and generic unexpected position-id keys across many models are not the same root cause." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different failure modes." + "reason": "CPU offload device mismatch in bark-small is distinct from the LwDetrImageLoss float16 CUDA crash." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output regression and Deepseek tokenizer regression are unrelated." + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model/tokenizer behaviors." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "DSA indexer missing a ReLU is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer extra-space behavior after added tokens and a Trainer broadcast NoneType error are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related crashes in different models/components; not the same underlying bug." + "reason": "Different failures in different places: LwDetrImageLoss AMP/CUDA crash versus dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call chat-template crash and qwen2.5-vl video position-id bug are different issues." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same bug." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 45310 and 45478 have identical titles and very similar failure descriptions, while the other soft pairs are conservatively rejected with issue-specific reasons. The canonical choice is also reasonable and not overstated." + "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." }, "evaluator_used": true, "retried": false, @@ -9032,7 +8988,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 29, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -9051,13 +9007,13 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:40444", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", - "issue:43412", "issue:43526", "issue:43550", "issue:43575", @@ -9068,6 +9024,7 @@ "issue:43976", "issue:44448", "issue:44466", + "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -9089,238 +9046,238 @@ "issue:46399" ], "soft_pairs": [ + "issue:38175|issue:44493", "issue:43701|issue:45083", + "issue:32090|issue:33357", "issue:40444|issue:43526", "issue:45920|issue:46192", - "issue:32090|issue:33357", "issue:29942|issue:35141", - "issue:43550|issue:45083", "issue:42490|issue:43575", + "issue:43550|issue:45083", "issue:44448|issue:44977", - "issue:44855|issue:46399", "issue:44977|issue:45229", - "issue:43927|issue:45698", + "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:43278|issue:43329", "issue:44857|issue:45588", - "issue:44561|issue:44779", "issue:43278|issue:43381", + "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:44977|issue:45563", "issue:41720|issue:45229", - "issue:43976|issue:45440", - "issue:25251|issue:32090", "issue:32090|issue:33290", - "issue:44568|issue:45491", + "issue:25251|issue:32090", + "issue:43976|issue:45440", "issue:45588|issue:45823", - "issue:44448|issue:44466", - "issue:43412|issue:45588" + "issue:44568|issue:45491", + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "94eeded5e9b831a9ead200450df1c1a22b988174a5bd547175f3366341106c2b", + "prepared_review_unit_hash": "2c27e9aae32046f6968313e878e82fdfb0946453e6349c910006e35f2ec709d8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35960, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain clear duplicates: the soft pairs span unrelated models, features, and failure modes. I would not merge any of the suggested edges; the most representative issue is the broad tokenizer regression report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the strongest representative because it is an open, high-discussion regression affecting multiple tokenizers/models, making it broader and more central than the narrowly scoped bug reports elsewhere in the cluster.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best cluster anchor for triage: it has the widest blast radius and the strongest sign of an actual platform-wide regression, so it is the most useful issue to keep visible.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different failures and models: Siglip2 zero probabilities vs position-id key warnings." + }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and a Qwen3 Omni feature-length helper bug are unrelated code paths." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to a MacOS CLIP bus error." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "One is a Qwen2.5-VL training/data-loading failure; the other is a BEiT image processor label-reduction bug." + "reason": "Multimodal IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both touch tokenization, but one is a broad v5 token-ID regression while the other is a specific return_tensors argument-handling bug." - }, - { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Trainer broadcast NoneType error and a MacOS CLIP bus error are different failures in different execution environments." + "reason": "Tokenizer ID regression is unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and token-embedding reinitialization in post_init are unrelated issues." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba-9B-v2 does not match a Qwen3 Omni feature-length helper bug." + "reason": "Flash Attention 2 test failures are unrelated to lm_head reinitialization after resizing embeddings." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash import warning and a tensor-parallel OOM on Qwen2-57B are different problems." + "reason": "Trailing-slash import warning is unrelated to tp-related OOM on a large Qwen model." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are different model-specific regressions." + "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe feature helper bug." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both involve import/decorator parsing, but they affect different models and different Torch/JIT failure modes." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation corruption and a multi-GPU OOM are not the same underlying bug." + "reason": "Flash-attention generation bug is unrelated to multi-GPU CUDA OOM." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "A saved config losing custom token IDs is distinct from loading the wrong custom module after save_pretrained." + "reason": "Python 3.13 IndentationError from decorator parsing is not the same as a missing decorator registration bug." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading failures are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 model loading are different code paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel and torch.jit.script GeneratorExp export issues are different models and different root causes." + "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." + }, + { + "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." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated concerns." + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "A missing flash-attention utility import and a model-loading failure are too generic to be the same bug." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype drift in eval and undefined video-token helper names are unrelated." + "reason": "Missing _flash_supports_window_size import is unrelated to loading physical-intelligence/fast." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP loss crashes and a sink-less Flash Attention attribute error are different attention/precision bugs." + "reason": "AMP crash in LwDetrImageLoss is not the same as flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + "reason": "Training/eval embedding dtype mismatch is unrelated to gradient checkpointing in eval mode." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Embedding dtype changes and gradient checkpointing in eval mode are separate issues." + "reason": "Removed helper breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same failure." + "reason": "Quantization offloading behavior is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale num_return_sequences warning are unrelated." + "reason": "Flash-attention generation bug is unrelated to a stale paged-generate warning." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 multi-GPU OOM are distinct distributed-inference failures." + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are different failures." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "A Python version compatibility issue and a DeepSeekV3MoE implementation divergence are different kinds of problems." + "reason": "NoneType broadcast error and Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast errors are unrelated." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different runtime failures." - }, - { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 sliding-window NaNs are unrelated bugs." + "reason": "Python version support regression is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "A flash-attention attribute crash and a Gemma4 PLE device mismatch are different forward-pass issues." + "reason": "Flash-attention None crash and Gemma4 PLE device mismatch affect different code paths." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Pegasus output drift and lm_head.weight serialization inconsistency are both v5 regressions, but not the same underlying bug." + "reason": "Tokenizer special-token regression is unrelated to Gemma3 sliding-window NaNs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Executorch export/training-guard failures and flash-attention sink-less crashes are unrelated." + "reason": "Model output mismatch and lm_head serialization inconsistency are different bugs." } ] }, @@ -9336,7 +9293,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 30, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -9358,6 +9315,7 @@ "issue:43066", "issue:43278", "issue:43381", + "issue:43412", "issue:43421", "issue:43575", "issue:43611", @@ -9393,252 +9351,259 @@ "issue:46369" ], "soft_pairs": [ - "issue:45198|issue:45803", "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", "issue:42490|issue:43873", "issue:33357|issue:39692", - "issue:45245|issue:45563", "issue:29127|issue:34567", + "issue:45245|issue:45563", + "issue:43278|issue:43575", "issue:45372|issue:45406", - "issue:43611|issue:46121", "issue:43653|issue:44743", - "issue:43278|issue:43575", - "issue:44361|issue:45198", "issue:44871|issue:44977", + "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:43065|issue:45412", "issue:43065|issue:43994", - "issue:43381|issue:43701", "issue:45459|issue:45712", "issue:29942|issue:30064", "issue:45412|issue:46369", "issue:43756|issue:45440", - "issue:44265|issue:45198", - "issue:45372|issue:45459", "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:44265|issue:45198", "issue:43994|issue:45412", "issue:43066|issue:44462", "issue:27957|issue:29942", "issue:29127|issue:33357", - "issue:45440|issue:45593", - "issue:43421|issue:45491" + "issue:43421|issue:45491", + "issue:45440|issue:45593" ], - "prepared_review_unit_hash": "7562140989c232c3cb497573df58e41edb1be2b16dabd70a38bbea5ba36b9c5a", + "prepared_review_unit_hash": "e3b9b076281df0bc98062081007c6f27fe5d1088621d6442f530fc98d2fb4b1f", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36391, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; most soft pairs only share broad themes like tokenizers, quantization, or model loading, but not the same concrete bug. I would not merge any of the proposed soft edges. The closest thing to a hub is the Gemma 4 processor-loading issue, but even that only loosely relates to two other Gemma 4 reports.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45372 is the most central concrete bug report in this set: it has a clear failure mode, related inbound references, and sits at the center of the only small sub-thread (Gemma 4 processor loading).", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the best overall representative issue because it is the most actionable and specific bug report, while the rest are mostly isolated reports from unrelated subsystems.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Both are tokenizer/data-handling bugs, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu conversion; different code paths and fixes." + "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention crash on sink-less models." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Both mention Gemma 4-ish loading/runtime issues, but one is a missing ReasoningEffort import during processor loading and the other is a flash-attention crash on sink-less models; not the same bug." + "reason": "Executable export failure and missing training guard are unrelated to the flash-attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs a bare except swallowing errors in FuyuBatchFeature; different code paths and models." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning vs quantization/offloading behavior; same broad loading area but different underlying failures and fixes." + "reason": "Trailing-slash local path warning is unrelated to quantization/offloading behavior." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Community CLIP bus error on macOS and SigLIP2 docs example errors are unrelated failures; one is runtime stability, the other is documentation/example correctness." + "reason": "Mac bus error in community CLIP loading is unrelated to SigLIP2 doc-example errors." + }, + { + "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-count runtime error and a stale generate warning are unrelated issues with different triggers and code paths." + "reason": "Category-limit runtime error and stale generate() warning are unrelated issues." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated subsystems and bugs." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to TP OOM while loading a large Qwen2 model." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4 processor loading, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve; distinct fixes." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "Base-model-prefix loading regression and rope-validation TypeError are separate configuration/serialization bugs." + "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." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model/tokenization behaviors." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Mixed precision dtype drift during eval and tensor-parallel OOM are different problems in different execution phases." + "reason": "Gemma-3 eos-token config mismatch is a different bug from Qwen3.5 flash-attention generation regression." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer implementations with no shared concrete path." + "reason": "base_model_prefix loading break and rope-validation TypeError involve different loading/validation paths." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated model-specific bugs." + "reason": "FP8 config failure during load and quantized-model saving failure are distinct quantization bugs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both touch quantization, but one is FP8 config loading for Qwen3Moe and the other is quantized model saving; different stages and likely different fixes." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenization crashes and Wav2Vec2 tokenization/save failure are separate tokenizers and failure modes." + "reason": "LayoutLMv2 tokenizer padding/NER crash is a different tokenizer bug from Wav2Vec2 save/tokenization failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor argument regression and Qwen video-input regression are unrelated code paths." + "reason": "Unsupported center arg in a feature extractor is unrelated to the video-input regression in Qwen VL models." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder and RT-DETR memory not released are not the same bug." + "reason": "Gradient-checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer bugs." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "A dummy layer implementation issue and SigLIP2 nonsensical outputs are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different training-loop bugs." + "reason": "Sam3PixelDecoder dummy layer issue and SigLIP2 nonsense outputs are different model problems." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors from missing protobuf and leftover dummy classes are both cleanup/error-handling issues, but not the same underlying problem." + "reason": "Protobuf error masking in tokenizer decode is unrelated to leftover dummy PT classes in the repo." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related reports, but RT-DETR deletion GC behavior and SAM3-litetext overflow are different models and failure sources." + "reason": "RT-DETR GC memory leak and Sam3 litetext memory overflow are different memory issues in different models." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate architecture/implementation discrepancies." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are architecture-specific model implementation bugs, not the same one." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "torch.export exportability and Wav2Vec2 tokenization/save failure do not share a concrete code path." + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor loading failure and a protobuf-related tokenizer exception hiding bug are unrelated." + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error masking are different root causes." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading problems." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference corruption and RT-DETR memory leak are different model/runtime issues." + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model bugs." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-loading related, but they are distinct bugs and fixes." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading issues, but not the same underlying bug." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests are related only at a high level; not the same concrete issue." + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same concrete regression." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are entirely different bugs." + "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are unrelated." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model-specific issues." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings from sliding-window attention are distinct tokenizer/model-runtime bugs." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." } ] }, @@ -9654,7 +9619,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 31, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -9713,245 +9678,251 @@ ], "soft_pairs": [ "issue:43526|issue:45834", - "issue:29127|issue:35141", "issue:43575|issue:43701", + "issue:29127|issue:35141", "issue:43994|issue:46369", "issue:42490|issue:43381", "issue:43526|issue:44186", - "issue:44442|issue:45072", "issue:43575|issue:44387", - "issue:43824|issue:44279", + "issue:44442|issue:45072", "issue:42915|issue:43931", - "issue:43526|issue:44857", + "issue:43824|issue:44279", "issue:43334|issue:43531", "issue:46121|issue:46399", + "issue:43526|issue:44857", "issue:43761|issue:45859", "issue:27957|issue:29127", - "issue:44977|issue:45245", "issue:27957|issue:33290", + "issue:44977|issue:45245", "issue:43262|issue:44206", "issue:33290|issue:34689", "issue:45588|issue:45600", - "issue:44464|issue:45491", - "issue:43646|issue:44077", "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:45003|issue:45440", + "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:44062|issue:45907", - "issue:34689|issue:43611" + "issue:44062|issue:45907" ], - "prepared_review_unit_hash": "37983b0f1d58e5f8b212240f74b981bf672b05accdb41001eb474b918c10f4f7", + "prepared_review_unit_hash": "a9494f36581e1c90dccea1cb2cd8c8bd40c6d2b8b803223ad14a828af1be9d55", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36862, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, model-specific bug reports with only superficial lexical overlap. None of the soft-similarity pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the strongest representative issue: it is broad, user-facing, still open, and has inbound references; the rest are mostly narrow, model-specific regressions or errors.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it has the widest apparent scope and the most ongoing signal among this mixed set.", + "best_issue_reason": "No strong best issue candidate; the set is heterogeneous and does not form one underlying bug cluster.", "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 label-reduction bug in BeitImageProcessorFast and the other is an OCR long-input index error in Kosmos2.5; different failure modes and code paths." + "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." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 error-message clarity and token-embedding reinitialization are unrelated bugs in different components." + "reason": "These describe different failures: tensor-parallel OOM on model load vs a resume_from_checkpoint key mismatch." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "One is an OOM when loading a large model with tensor parallelism, the other is a checkpoint key mismatch; no shared code-path bug." + "reason": "One is about an error message for LayoutLMv3 box inputs; the other is an embedding reinitialization bug during resize." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong outputs via AutoModel/pipeline and SAM3-LiteText memory overflow are different model-specific issues." + "reason": "Different models and symptoms: SigLIP2 inference quality vs SAM3-LiteText memory overflow." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "A local-path trailing-slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "A local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are separate preprocessing bugs." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Both touch image/text preprocessing, but the bugs are different: label reduction vs LayoutLMv2Tokenizer crashes on NER/padding." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is a specific tensor-parallel load failure and the other is a quantization memory regression in 5.x; different problems." + "reason": "Both involve OOM, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Missing Qwen2.5-VL import symbol versus a vague dependency issue; not the same concrete bug." + "reason": "Different components and failure modes: tokenizer loading vs dtype mismatch in inference wrappers." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3-MoE and shape-mismatch loading in Qwen3-VL are different model/config issues." + "reason": "Both are Qwen-related, but one is a FineGrainedFP8Config failure and the other is a weight-shape mismatch in a VL model." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Label reduction in an image processor and AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "An ImportError for a specific class is not the same underlying issue as a general dependency problem with transformers." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct model-family regressions." + "reason": "These are different Qwen model-path bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError from JSON-loaded lists and a missing-decorator crash in Qwen3.5 kernels are different code paths." + "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." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated issues." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and a categorical-limit runtime error are different failures." + "reason": "Both mention performance-ish concerns, but one is Flash Attention 2 support and the other is deepspeed Adafactor OOM." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and DeepSpeed Adafactor OOM do not share the same underlying bug." + "reason": "Qwen3.5 flash-attention generation bugs are unrelated to a categorical cardinality runtime error." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Sampling-rate defaulting in audio chat templates and an unsupported `center` arg in LasrFeatureExtractor are separate audio bugs." + "reason": "Both are audio-related, but one is a default sampling-rate issue and the other is an unsupported center argument crash." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and Llama 3.2 Vision model-loading breakage are different failures despite both being resource/loading related." + "reason": "OOM during optimizer use and a model-loading break for Llama 3.2 Vision are different problems." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "A flash-attention runtime AttributeError and stale auto_mappings references are unrelated; one is execution-time, the other is CI/config drift." + "reason": "One is a flash_attention AttributeError on s_aux=None; the other is a stale auto_mappings reference breaking CI." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window/all-padding windows are different bugs." + "reason": "A deepspeed OOM and an embedding reinitialization bug are not the same code path." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 and patchtsmixer's optional post_init policy are not the same code-path problem." + "reason": "Transformers 5 custom init breakage is broader than the specific patchtsmixer post_init policy issue." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "DeepSpeed OOM with Adafactor is unrelated to output-embedding reinitialization after resizing token embeddings." + "reason": "Both involve generation/attention behavior, but one is compiled-forward inconsistency and the other is Gemma3 NaN embeddings from all-padding windows." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "An optimizer memory issue and TrainerState token-count tracking bug are unrelated." + "reason": "OOM in training is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading failures are different training/runtime behaviors." + "reason": "Gradient checkpointing in eval mode and quantization offloading misbehavior are different runtime concerns." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated model/processor bugs." + "reason": "A cache/recurrent-state bug in Qwen3 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are different subsystems and failure modes." + "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 and DeepseekV3MoE divergence from remote implementation are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3 implementation divergence." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "AddedToken keyword conflict and list_repo_files revision forwarding are separate API bugs." + "reason": "Both concern model loading regressions, but they affect different features and appear to be distinct breakages." }, { - "left": "issue:34689", - "right": "issue:43611", + "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." + }, + { + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Both are loading regressions, but they concern different release versions and distinct loading mechanisms; not the same bug." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." } ] }, @@ -9967,7 +9938,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 32, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -9988,11 +9959,11 @@ "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", "issue:43701", "issue:43720", "issue:43723", + "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -10026,222 +9997,222 @@ "soft_pairs": [ "issue:43316|issue:43525", "issue:42175|issue:46234", - "issue:43723|issue:45479", "issue:43720|issue:44442", + "issue:43723|issue:45479", "issue:43761|issue:44079", "issue:44077|issue:44479", - "issue:43761|issue:44188", "issue:43493|issue:43827", - "issue:43232|issue:43388", + "issue:43761|issue:44188", "issue:44987|issue:46178", - "issue:42907|issue:45698", - "issue:44442|issue:45803", + "issue:43232|issue:43388", "issue:43873|issue:44871", "issue:43931|issue:45216", - "issue:43316|issue:45759", "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:42907|issue:45698", "issue:44855|issue:45137", - "issue:43701|issue:46506", "issue:43643|issue:44913", - "issue:44464|issue:46421", + "issue:43701|issue:46506", "issue:44190|issue:44496", - "issue:46234|issue:46291", + "issue:44464|issue:46421", "issue:42796|issue:45290", - "issue:43550|issue:43701", - "issue:25251|issue:28282", + "issue:46234|issue:46291", "issue:42617|issue:43575", - "issue:43606|issue:43701" + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "ce99dc6583b0835a8afa407e4de0eb78c4b2b894342f78a3e4626156cabad617", + "prepared_review_unit_hash": "243219cc64e0697e7416257ee361f657bea654372393e4cdf12ac4d5dbeca792", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35399, - "estimated_input_tokens": 8850, - "estimated_eval_tokens": 17956 + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; the soft links mostly connect superficially similar issues rather than true duplicates, so no PRs are present and no soft edge should be merged.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43701 is the most central node in the soft-link graph and is a concrete, reproducible bug, but it only serves as a weak anchor because the surrounding issues span unrelated failure modes.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "issue:43701 is the best single representative for triage due to its higher connectivity and clear bug report, though it is not a true duplicate of the other items.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but they concern different models and different missing fields; not the same underlying bug." + "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." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "One is about backend installation extras, the other about a missing import-utils symbol; different code paths and fixes." + "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." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate classification loss are unrelated failures in different layers." + "reason": "BitNet packed-weight loading and a tokenizer AutoTokenizer failure are unrelated code paths." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Accelerate packed-weight loading vs. tokenizer loading; no shared code-path bug." + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "A model forward missing hidden states is distinct from ModelOutput key assignment behavior." + "reason": "One is CLIPVision hidden_states regression; the other is ModelOutput key assignment semantics. Similar symptom class, different underlying issue." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init enforcement in one model has nothing to do with the Qwen video-input regression." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states output regression and torch.compile attention-kernel divergence are different problems." + "reason": "PatchTSMixer post_init validation and Qwen video input regression are different model behavior changes." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation parity and stale docs referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Generation kwargs syncing and gather_for_metrics label dropping affect different subsystems and behaviors." + "reason": "Hidden_states regression in CLIPVision and attention-kernel divergence under torch.compile are different problems." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading failure and missing tensorflow_text backend mapping are separate dependency/import issues." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "One concerns dequantized model saving, the other custom-module resolution after save/load; similar theme but different bugs." + "reason": "Loading a model with transformers>=5.1.0 and a tensorflow_text backend mapping error are separate import/load failures." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Tokenizer loading and a broad exception in Fuyu tensor conversion are unrelated." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are unrelated distributed-training bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is not the same as eos_token_id configuration mismatch." + "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are different issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load differs from incorrect checkpoint serialization; similar model family but distinct failures." + "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is save_pretrained producing a bad checkpoint." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Config API discrepancy and multimodal text_config unwrapping are different configuration bugs." + "reason": "Gemma3TextConfig API discrepancy and unwrapping text_config for composite Qwen multimodal configs are distinct config-handling bugs." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "FSDP CPU RAM efficient loading and a specific model weight mismatch are not the same defect." + "reason": "AutoTokenizer load failure and a bare-except swallowing errors in FuyuBatchFeature are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "A Python 3.13 TorchScript parsing issue is unrelated to a ZeRO3 deque underflow." + "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." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Resume-checkpoint key mismatch and CPU/CUDA result divergence are different bug classes with no clear common fix." + "reason": "Python 3.13 torch.jit indentation parsing and DeepSpeed ZeRO3 deque pop errors are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and GPTNeoX rotary_pct reload behavior are separate config-loading issues." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct not persisting are different config serialization problems." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Both mention chunked generation/prefill, but one is inconsistent outputs and the other is spurious recompilation; not the same code-path bug." + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and unrecognized model config are unrelated." + "reason": "Local dataset loading in a training script and an unrecognized model/config loading error are different failure modes." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "A missing utility function and an import failure due to kernels version constraints are different import-time problems." + "reason": "Compiled forward output inconsistency and cache lazy initialization causing recompilation are related to generation/compile, but not the same concrete bug." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template tool-call crashes are distinct tokenizer behaviors." + "reason": "Tokenizer BPE marker handling and chat-template crashes with tool calls are separate tokenizer/chat-template issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "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." + }, + { + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to checkpoint resume key mismatch." + "reason": "3d_parallel.py runtime failure and tensor-parallel OOM on Qwen2-57B are both parallelism-related, but not the same bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and an AutoModel PyTorch import error are completely unrelated." + "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch dependency are unrelated." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "3d_parallel.py runtime failure and model-load OOM under tensor parallelism are different issues." + "reason": "torch.compile with SDPA in Bamba and resume_from_checkpoint key mismatch are different code paths." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "CPU-offload device mismatch and resume_from_checkpoint key mismatch do not share the same underlying bug." + "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM-125M key error are both load-time problems, but not the same underlying issue." } ] }, @@ -10257,7 +10228,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 33, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -10281,12 +10252,12 @@ "issue:43475", "issue:43540", "issue:43572", - "issue:43575", + "issue:43606", "issue:43646", "issue:43650", "issue:43688", + "issue:43701", "issue:43716", - "issue:43742", "issue:43761", "issue:43825", "issue:44077", @@ -10314,217 +10285,217 @@ "issue:46424" ], "soft_pairs": [ - "issue:43295|issue:43825", - "issue:43575|issue:43742", "issue:27957|issue:32090", + "issue:43295|issue:43825", + "issue:43606|issue:43701", "issue:16998|issue:22355", - "issue:43316|issue:43716", "issue:43295|issue:44871", - "issue:42175|issue:43316", + "issue:43316|issue:43716", "issue:44871|issue:45584", + "issue:42175|issue:43316", "issue:44077|issue:44534", "issue:45632|issue:46424", "issue:45803|issue:46365", "issue:44610|issue:46369", - "issue:44162|issue:44792", "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:43650|issue:46202", - "issue:45803|issue:46170", + "issue:44162|issue:44792", "issue:41950|issue:43475", + "issue:43452|issue:44496", + "issue:45803|issue:46170", "issue:43065|issue:44617", "issue:43540|issue:44514", - "issue:43452|issue:44496", "issue:43404|issue:43441", "issue:43761|issue:44479", - "issue:43388|issue:43688", + "issue:43572|issue:46178", "issue:45127|issue:45200", - "issue:43572|issue:46178" + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "485c92a4353b26cb6d4309b1847f07053a8761787873ad251268f031ad779d31", + "prepared_review_unit_hash": "ae66f01686a2f1d91b689f1b71c4b5e985eaabbf3c9225601c3d00d8fc52f519", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34758, - "estimated_input_tokens": 8690, - "estimated_eval_tokens": 17636 + "serialized_chars": 34764, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of soft-similarity false positives rather than true duplicates: the paired issues cover unrelated models, pipelines, config regressions, and import/runtime failures. No PRs are present, and no single issue is a clean canonical target.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the soft pairs are mostly unrelated bugs across different models and subsystems, so keeping one representative would be misleading.", + "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.", + "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_pr_reason": null, - "best_issue_reason": "No global best issue: there is no single issue that plausibly subsumes the rest of this mixed cluster.", + "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_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." + }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different regressions: processor.tokenizer/image handling vs an error-message mismatch about translation tasks." + "reason": "One is a processor/tokenizer regression; the other is an error-message mismatch about translation tasks." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Different loading failures for different models; one is TP/OOM, the other is a key error on MobileLLM." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Unrelated problems: FlashAttention support for XLMRoberta vs Trainer broadcast failing on NoneType." + "reason": "Model max length question and missing transformers.onnx module are unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "A model max_length question is unrelated to a missing transformers.onnx module import error." + "reason": "Processor/tokenizer regression is not the same bug as Gemma EOS token config inconsistency." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different code paths and symptoms: Gemma3TextConfig API mismatch vs image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API mismatch differs from Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both are regressions, but they affect different APIs and model families; not the same underlying bug." + "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 issue for torch extras is unrelated to a Gemma config API discrepancy." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." + "reason": "Backend packaging/install issue is unrelated to Gemma3TextConfig API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is about disallowing optional post_init on a specific model; the other is a buffer initialization regression." + "reason": "Optional post_init validation and non-persistent buffer junk are different v5 behavior changes." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a local trust_remote_code path collision and the other is max_cache_length semantics." + "reason": "Trust-remote-code cache path collision is unrelated to max_cache_length behavior in quantized cache." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors is unrelated to a Trainer import conflict with datasets." + "reason": "Exception handling in FuyuBatchFeature is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and failures: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 breakage is unrelated to a Janus image generation test failure." + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different model bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers 5 initialization regression is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config mismatch and sinq save/load quantization breakage are different issues." + "reason": "Gemma EOS token config mismatch is unrelated to sinq quantized save/load breakage." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The placeholder issue title is unrelated to a Gemma pipeline roundtrip failure." + "reason": "Nonspecific data request is not the same as Gemma pipeline roundtrip failure." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Exception handling in Fuyu conversion is unrelated to the Windows/ROCm torch.distributed import problem." + "reason": "ESM2 breakage and a Janus image-generation test failure are different problems." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are video-adjacent, but one is a pipeline processor lookup bug and the other is a missing output attribute in Sam3Video." + "reason": "Video-classification processor lookup bug is unrelated to missing fpn_position_embeddings on Sam3 output." + }, + { + "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." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same family name, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM symptom." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video OOM." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different Qwen video/chat-template failures with different inputs and failure modes." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to an unrecognized model_type in config.json." + "reason": "Qwen3OmniMoe video input ValueError and Qwen2_5_VL batched chat-template crash are distinct bugs." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family, but one is tied weights and the other is FlashAttention compatibility; distinct bugs." + "reason": "Untied lm_head weights in Mistral3 are different from FlashAttention failure in Ministral-3." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regression." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Metric gathering dropping labels is unrelated to auxiliary-loss normalization." + "reason": "StableLm pad_token_idx config issue is unrelated to a tensorflow_text backend mapping error." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/vocab-merge collapse and Gemma4 mm_token_type_ids defaulting are different model behaviors." + "reason": "LoRA merge with extended vocab is a different bug from Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "StableLm pad_token_idx config and tensorflow_text backend registration are unrelated." + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization." } ] }, @@ -10540,7 +10511,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 34, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -10601,17 +10572,17 @@ "issue:43673|issue:44743", "issue:45542|issue:46234", "issue:43504|issue:45698", - "issue:43525|issue:43531", "issue:44792|issue:44977", + "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:44617|issue:45584", "issue:44792|issue:45600", "issue:44534|issue:44913", "issue:44190|issue:44964", + "issue:35141|issue:42490", "issue:43673|issue:46421", - "issue:43931|issue:44060", "issue:45381|issue:46369", - "issue:35141|issue:42490", + "issue:43931|issue:44060", "issue:43761|issue:44242", "issue:45563|issue:45584", "issue:44855|issue:45588", @@ -10621,215 +10592,215 @@ "issue:43644|issue:44913", "issue:41720|issue:45245", "issue:44933|issue:45362", - "issue:43976|issue:44855", "issue:44464|issue:45563", "issue:43550|issue:44190", - "issue:44617|issue:46369", "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:44617|issue:46369", "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "220fc7a238e7af3b81be61df4d16c7f351a728805d6fa1279dd8f30d9bd2c09a", + "prepared_review_unit_hash": "bcc9fc7236a39a5bc8897cb63bc3edbd614b71d7aa71d0cb9821f049d4989390", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36200, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly heterogeneous issue reports across different bugs and subsystems. All supplied soft pairs look like false positives; there is no pair here that clearly describes the same underlying bug/change. The only obvious duplicate theme in the item list is the v5 non-persistent-buffer regression, but that duplicate pair was not provided as a soft edge.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43644 is the best canonical anchor among this set because it describes a concrete, broad regression and is the clearest representative of the only obvious duplicate theme in the list.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest overall representative: specific enough to identify the bug, yet broad enough to stand in for the related v5 buffer-corruption reports.", + "best_issue_reason": "No single canonical issue fits this cluster because the items are heterogeneous and do not share one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache-related generation behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is Qwen3.5 recurrent-state reset; different bugs and code paths." + "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." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different problems: a TensorBoard/TensorFlow backend import issue versus a missing import_utils helper for falcon-mamba availability." + "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." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Unrelated failures: BEiT semantic segmentation legacy-field loading versus from_pretrained selecting the wrong custom module after save_pretrained." + "reason": "Beit preset loading with a legacy field is unrelated to save/load restoring the wrong custom module. Different model families and root causes." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Different model bugs: missing pad_token_id on Llama4Config versus a sliding_window issue in Qwen3-MoE." + "reason": "A failing janus image generation test is not the same as Qwen3.5 flash-attention generation issues. Different models and symptoms." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Both are model-generation failures, but on different models and different mechanisms: Janus test failure versus Qwen3.5 flash-attention behavior." + "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": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are unrelated code paths and symptoms." + "reason": "KV-cache indexing crash in serve and a Gemma4Processor missing _tokenizer are different code paths with different errors." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video versus Whisper empty-transcription failure; different models and failure modes." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated generation bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus generate-images test failure and a CI break from removed Sam3LiteText configs are not the same bug." + "reason": "A janus test failure and stale auto_mappings references to removed Sam3LiteText configs are different issues." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "One is the v5 non-persistent-buffer corruption regression; the other is GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to model-loading failure for microsoft/Phi-4-multimodal-instruct." + "reason": "Local dataset loading in an example script is unrelated to loading the Phi-4 multimodal model in transformers." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation; distinct defects." + "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are different loader/model-state problems." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model/configuration issues." + "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." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs regression and Sam3-LiteText memory overflow are different models and problems." + "reason": "Qwen2.5-VL video vision_position_ids regression is unrelated to Sam3-LiteText memory overflow." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Embedding resize reinitialization and local-path trailing-slash import warning are unrelated." + "reason": "Weight shape mismatch on model load and a tied-weights warning binding the wrong parameters are different defects." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False affect different components." + "reason": "CLIPVisionModel hidden_states being None and missing load-balancing loss with output_router_logits=False are unrelated regressions." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate versus Whisper failing on empty transcription after align_special_tokens; different bug surfaces." + "reason": "A stale num_return_sequences warning in paged generate is not the same as Whisper failing on empty transcription." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in a scripted model file and a flash_attention AttributeError on s_aux=None are unrelated." + "reason": "Python 3.13 TorchScript parsing/IndentationError and flash_attention s_aux=None crashes are unrelated failures." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs with AutoModel/pipeline are not the same issue." + "reason": "Docs still referencing pipeline() after removals and SigLIP2 producing nonsensical outputs via pipeline/AutoModel are different issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen VL variants and a serve KV-cache indexing crash are different code paths." + "reason": "A Qwen video-input regression and a serve-side KV-cache continuation crash are different code paths and symptoms." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder versus OmDet-Turbo processor output-size mismatch; not the same bug." + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are not the same bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "The v5 non-persistent-buffer junk issue is unrelated to GPTNeoX rotary_pct not surviving reload." + "reason": "Generic non-persistent buffer junk in v5 and GPTNeoX rotary_pct persistence are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and the 2^24 category limit error are unrelated runtime failures." + "reason": "cudaErrorAssert on A800 during Qwen3 auto device mapping and a category-count limit error are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils and Qwen3.5-35B crashing in transformers chat are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "A Python-version support regression and a Python 3.13 parsing/IndentationError in a scripted function are different problems." + "reason": "A missing import from image_utils and a Qwen3.5-35B chat crash are different issues." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale num_return_sequences warning do not share the same underlying bug." + "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are unrelated generation behaviors." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba-9B-v2 compile/SDPA failure and local dataset loading failure in an example script are unrelated." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading script bug." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Both are memory-related, but one is Sam3Video OOM and the other is Sam3-LiteText memory overflow; different models and causes." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated issues." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression in v5.1.0 and a Python 3.13 TorchScript parsing error are different problems." + }, + { + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Top-k nested-list output in a pipeline and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different models and different failure modes." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "An optional post_init policy issue for patchtsmixer and a strict-config loading failure for granite_speech are separate configuration bugs." + "reason": "patchtsmixer optional post_init enforcement and strict config blocking granite_speech loading are unrelated config-policy issues." } ] }, @@ -10845,7 +10816,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 35, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -10868,10 +10839,10 @@ "issue:43854", "issue:44016", "issue:44112", + "issue:44186", "issue:44190", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", "issue:44496", "issue:44521", @@ -10899,23 +10870,22 @@ "issue:46121", "issue:46234", "issue:46421", - "issue:46489", - "issue:46506" + "issue:46489" ], "soft_pairs": [ - "issue:45127|issue:45357", "issue:43335|issue:44190", + "issue:45127|issue:45357", "issue:44521|issue:45381", "issue:44112|issue:45600", - "issue:43540|issue:44734", "issue:44779|issue:46489", + "issue:43540|issue:44734", "issue:43116|issue:44190", "issue:44737|issue:45803", - "issue:44938|issue:45542", "issue:43295|issue:45276", "issue:44462|issue:45907", - "issue:45632|issue:46234", + "issue:44938|issue:45542", "issue:45276|issue:45584", + "issue:45632|issue:46234", "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:36246|issue:38617", @@ -10924,217 +10894,217 @@ "issue:44246|issue:45003", "issue:42175|issue:44279", "issue:43643|issue:44496", - "issue:44295|issue:46506", - "issue:44683|issue:45446", "issue:44964|issue:45600", - "issue:44112|issue:44964", "issue:43854|issue:44964", - "issue:43404|issue:45216", + "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": "25f4afec95aea52d861ba402e2e70b40079134177296c7aaf4bc58ec5cbd3dfa", + "prepared_review_unit_hash": "7688293b93837354258de9a1134af6dc6fa8cc07c3924699e10a9af48aa90e29", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "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": 36642, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers issues spanning model loading, tokenizers, multimodal processing, config validation, CI, and import/runtime bugs. I don\u2019t see any pair that clearly shares the same concrete underlying defect, so all soft edges should be rejected. If a single issue must be picked as the closest hub, the multimodal chat-template bug is the most central, but it is not a true duplicate anchor.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44521 is the closest representative because it is a broad multimodal-input bug with multiple inbound references and sits near several other multimodal/processor-themed reports, but the cluster as a whole is not a single duplicate set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the strongest \u201chub\u201d characteristics in this set: open, well-discussed, and centered on multimodal processing behavior that overlaps thematically with several neighboring reports.", - "best_pr_reason": null, + "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.", + "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.", "soft_edge_verdicts": [ { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both involve Qwen3/Qwen2.5-family model behavior, but one is LoRA merge/tied embeddings collapse and the other is save_pretrained checkpoint key serialization; different code paths." + "reason": "SwitchTransformers sparse-layer config bug vs image-classification example failing to load a local dataset; unrelated code paths." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Sparse-layer config creation and local dataset loading in an example script are unrelated bugs." + "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." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is chat-template assistant mask generation and the other is video position-id computation; not the same defect." + "reason": "apply_chat_template multimodal assistant-mask bug vs qwen2.5-vl video vision_position_ids issue; both multimodal, but not the same defect." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "These are separate CI failures in different areas: GraniteSpeech device-override testing vs auto-mappings referencing removed configs." + "reason": "GraniteSpeech CI stale device override failure vs auto_mappings referencing removed Sam3LiteText configs; different failures and files." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different runtime failures." + "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." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but they target different model families/issues and the evidence does not show the same concrete tokenizer bug." + "reason": "Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation tensor indexing crash; unrelated subsystems." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example-script failures in classification and image-classification dataset loading are unrelated." + "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." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation behavior and Fuyu tensor conversion error handling are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are different environment/setup problems." + "reason": "XLNet forward-pass device placement bug vs FuyuBatchFeature bare-except error swallowing; unrelated implementation problems." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different model-code issues." + "reason": "processor.tokenizer regression in custom model code vs Gemma4 resize_token_embeddings not updating tied embeddings; different model behaviors and fix paths." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files forwarding revision are unrelated repository-access behaviors." + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision; different API surfaces and failure modes." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "trust_remote_code cache collisions and a missing import_utils availability helper are unrelated." + "reason": "Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed; unrelated environment/dependency issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty transcription handling are unrelated." + "reason": "Gemma4 embedding resize bug vs Whisper empty transcription after align_special_tokens; not the same model or code path." + }, + { + "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." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different subsystems." + "reason": "Ministral tokenizer BPE marker handling vs multimodal chat-template assistant masks; tokenizer formatting bug vs chat-template mask bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is Qwen2.5-VL image processor export and the other is top-level AutoImageProcessor export; not the same bug." + "reason": "Missing Qwen2_5_VLImageProcessor export vs top-level AutoImageProcessor import error; both are import issues, but not the same missing symbol." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen image-processor import and configuration_utils layer_type_validation import are unrelated missing-symbol issues." + "reason": "Qwen2_5_VLImageProcessor import failure vs missing layer_type_validation in configuration_utils; unrelated import/export regressions." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-validation ignore_keys type handling are different config-validation paths." + "reason": "LlamaConfig head_dim validation vs rope-param conversion TypeError on JSON-loaded list; both are config-validation related, but distinct bugs." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality limits and Whisper empty transcription errors are unrelated." + "reason": "Category-count runtime limit vs Whisper empty-transcription generation failure; unrelated errors." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only loosely; no evidence of the same underlying defect." + "reason": "Slow import behavior vs unsafe sys.modules access in modeling_utils; one is performance, the other is a correctness/safety bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A missing TensorFlow backend in extras installation and a generic dependency issue are too broad and not the same concrete problem." + "reason": "pip extra omits TensorFlow backend vs generic dependency issue; too broad and not the same defect." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code field loss and unrecognized model_type/config.json loading failure are different config-loading bugs." + "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." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Position_ids buffer reading and CPU/CUDA output divergence are unrelated." + "reason": "Phi-4 multimodal model loading failure vs auto_mappings stale Sam3LiteText config references; different models and code paths." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both mention flex_attention, but one is a compile failure on torch>=2.9 and the other is a version-check/import bug; different code paths." + "reason": "GLM-4.7-Flash unit-test load failure vs Phi-4 multimodal load failure; both model-loading problems, but not duplicates." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Model loading for Phi-4 multimodal and stale auto-mappings references are unrelated." + "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal load failure; unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "A GraniteSpeech CI test issue and a Phi-4 model-loading issue are unrelated." + "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." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are model-load failures, but they concern different models and distinct root causes." + "reason": "Video-classification pipeline using image processors vs notebook syntax error; completely unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 weight tying and Qwen3.5 save_pretrained checkpoint correctness are different regression paths." + "reason": "Mistral3 lm_head weight tying bug vs Qwen3.5 save_pretrained checkpoint regression; both are model-state regressions, but not the same problem." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "A pipeline/image-processor bug and a notebook syntax error are unrelated." + "reason": "LayoutLMv2Tokenizer crash on NER inputs vs serve KV-cache indexing crash; unrelated." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "trust_remote_code cache-path collision and lazy cache initialization recompilation are unrelated cache behaviors." + "reason": "trust_remote_code cache-path collision vs lazy cache initialization causing recompilation; both mention cache, but they are different caches and behaviors." } ] }, @@ -11150,7 +11120,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 36, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11179,13 +11149,12 @@ "issue:44016", "issue:44062", "issue:44075", - "issue:44186", "issue:44220", "issue:44279", + "issue:44295", "issue:44336", "issue:44368", "issue:44496", - "issue:44734", "issue:44792", "issue:44933", "issue:44987", @@ -11194,6 +11163,7 @@ "issue:45216", "issue:45335", "issue:45375", + "issue:45405", "issue:45584", "issue:45588", "issue:45593", @@ -11208,29 +11178,29 @@ "issue:46515" ], "soft_pairs": [ - "issue:44186|issue:44734", + "issue:44295|issue:46506", "issue:27957|issue:35141", "issue:43673|issue:46424", "issue:43650|issue:44220", "issue:44016|issue:44220", "issue:43479|issue:45375", "issue:32090|issue:35141", - "issue:45083|issue:46506", "issue:43531|issue:45600", "issue:28282|issue:35141", + "issue:45083|issue:46506", "issue:43976|issue:44987", "issue:43295|issue:45335", - "issue:43526|issue:43901", "issue:44496|issue:45042", - "issue:43673|issue:44336", + "issue:43526|issue:43901", "issue:42907|issue:43441", - "issue:43441|issue:45588", + "issue:43673|issue:44336", "issue:44016|issue:44062", - "issue:46123|issue:46369", + "issue:43441|issue:45588", "issue:43381|issue:45593", "issue:44792|issue:46424", - "issue:43976|issue:44279", "issue:43901|issue:44496", + "issue:46123|issue:46369", + "issue:43976|issue:44279", "issue:43824|issue:44933", "issue:44496|issue:45759", "issue:43299|issue:45216", @@ -11238,198 +11208,199 @@ "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:42796|issue:43650", - "issue:46082|issue:46399" + "issue:46082|issue:46399", + "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "e8902f540aa1699b7c0fe74f8e76a92b5c990a5b368fbaee090e0dad9c84b33b", + "prepared_review_unit_hash": "fc71e9cb12434d43bdca7f129877441ff0f128cbba8dc0dabacceb5b88693289", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 32, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy false positive: the items span unrelated bugs across tokenizers, model configs, cache handling, training, docs, and import/export regressions. None of the soft-edge pairs look like the same underlying bug or a mergeable duplicate PR.", - "confidence": 0.95, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Different code paths and symptoms: LayoutLMv2 tokenizer NER/padding crash vs transformers serve KV-cache continuation indexing." + "reason": "Both mention model behavior differences, but one is about position_ids buffer access and the other about CPU/CUDA output divergence; different bugs." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta FlashAttention-2 support is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding resize/reinit behavior." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache concepts, but one is a missing GenerationMixin cache in chunked_prefill and the other is max_cache_length only being honored for quantized cache." + "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." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No overlap in bug description or subsystem; one is an invalid title, the other is an audio feature extraction failure." + "reason": "The titles/body content do not describe the same code path; one is a nonspecific report, the other is audio feature extraction." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + "reason": "Notebook syntax error and audio feature extraction are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: defaulting None values vs a missing deepstack_visual_indexes field." + "reason": "Both are config-init issues, but they affect different model families and different missing/default fields." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType crash is unrelated to output embedding reinitialization after resizing token embeddings." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Different model families and failure modes: helper length computation in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing/post_init reinitialization." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different bugs." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch dependency import error is not the same as embedding resize/post_init reinitialization." + "reason": "PyTorch import failure is not the same as token embedding reinitialization." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems: feature-extraction length helper vs PPDocLayoutV3 CPU/CUDA inconsistency." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support regression and loading failure for a specific model are different issues." + "reason": "Python version compatibility and model loading failure are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to decoder.embed_tokens not updating after resize_token_embeddings." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BEiT image processor reduce_labels bug and TextClassificationPipeline docs mismatch are different subsystems." + "reason": "Processor/tokenizer regression is different from decoder.embed_tokens not being updated after resize_token_embeddings." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config loading failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Unrecognized model/config loading and PIL processor torchvision dependency are different failure modes." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Cache-missing regression has no relation to ANSI codes emitted by loading_report." + "reason": "BeitImageProcessorFast label reduction and text-classification docs mismatch are not the same bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/FlashAttention, but one is a save/dequantization problem and the other is a model loading failure under FlashAttention in v5 RC." + "reason": "Saving dequantized Ministrals/Devstrals is a different issue from FlashAttention failure on Ministral-3." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Different failure modes: model-specific FlashAttention regression vs a flash_attention.py AttributeError on s_aux=None for sink-less models." + "reason": "Cache missing in generation and ANSI codes in loading_report are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the AddedToken special keyword conflict." + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "MaskGenerationPipeline partial-batch result loss and sam3-litetext memory overflow are unrelated." + "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-loss behavior when denoising is off." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max_cache_length handling." + "reason": "Janus image generation test failure is unrelated to cache max_cache_length handling." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Python-version compatibility regression and a general dependency issue are not the same bug." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model loading." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch dropping in MaskGenerationPipeline is not the same as sam3-litetext memory overflow." + }, + { + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Pipeline documentation mismatch is unrelated to model config loading failure." + "reason": "Python version support breakage and a generic dependency issue are not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import/export regressions, but they concern different missing symbols from different modules and code paths." + "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different import errors." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct loading bugs." + "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." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + "reason": "Loading regression for Qwen3VL MoE models and incorrect save_pretrained checkpoint output are different code paths." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue is not the same as torch 2.4.1 incompatibility." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are related in theme only, not the same bug." }, { "left": "issue:45335", @@ -11441,20 +11412,26 @@ "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are unrelated." + "reason": "SGD args ignored and tie_word_embeddings warning are different problems." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling bug has nothing to do with the placeholder 'ADD THE DATA' issue." + "reason": "Ministral tokenizer BPE marker handling is unrelated to the unrelated 'ADD THE DATA' report." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 use_kernels registration crash are different model/config bugs." - } + "reason": "LlamaConfig head_dim validation and Qwen3.5 apply_rotary_pos_emb registration crash are different model/config bugs." + }, + { + "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." + } ] }, "evaluator_result": null, @@ -11469,7 +11446,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 37, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11495,7 +11472,8 @@ "issue:43976", "issue:44016", "issue:44242", - "issue:44279", + "issue:44261", + "issue:44263", "issue:44291", "issue:44351", "issue:44462", @@ -11526,22 +11504,21 @@ "issue:46512" ], "soft_pairs": [ - "issue:44279|issue:45405", "issue:41950|issue:45020", "issue:43577|issue:45216", "issue:45103|issue:45372", "issue:44351|issue:45278", - "issue:39692|issue:43901", "issue:43295|issue:44779", - "issue:43299|issue:45357", - "issue:44242|issue:45200", + "issue:39692|issue:43901", "issue:41950|issue:45823", + "issue:43299|issue:45357", "issue:44683|issue:45542", "issue:38175|issue:44617", + "issue:44242|issue:45200", "issue:43976|issue:45405", "issue:46082|issue:46512", - "issue:43650|issue:46209", "issue:44779|issue:45812", + "issue:43650|issue:46209", "issue:43299|issue:43854", "issue:43479|issue:43525", "issue:44521|issue:45325", @@ -11551,192 +11528,193 @@ "issue:43653|issue:45593", "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:45081|issue:45907" + "issue:45081|issue:45907", + "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "00f174b81afb34d85958f0ec824c2f3920ed31abf532671b28a25ceb3c3b8675", + "prepared_review_unit_hash": "e6814a293f1e0abd672cace1d43c0e77c563144517196337e13c9ecc6d59cd0e", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35038, - "estimated_input_tokens": 8760, - "estimated_eval_tokens": 17776 + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across different models, tokenizer paths, docs, quantization, config, and loading/saving code. All soft edges look like false positives under strict duplicate triage.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the cluster spans multiple independent problems rather than one underlying defect.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative for the whole cluster; the closest thing to a broad regression still only covers one narrow code path.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Both mention dependency/version problems, but one is a vague transformers dependency issue and the other is a specific PEFT version bump; different root causes." - }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are unrelated code paths." + "reason": "Different failures: a video-classification pipeline processor lookup bug versus a broad remote_code regression." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both are regression-style model state issues, but one is about loaded dtype on Blip2 and the other about incorrect save_pretrained serialization for Qwen3.5." + "reason": "Different model families and code paths: BLIP2 dtype handling versus Qwen3.5 save_pretrained serialization." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + "reason": "Unrelated root causes: auto_docstring annotation handling versus Gemma 4 processor-loading import failure." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache symbol is not the same as broad import failures after a version upgrade." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related, but they concern different API examples and different mistakes." + "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." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different behaviors and model families; not enough evidence of one shared bug." + "reason": "Different tokenizer regressions affecting different models and behaviors; not the same bug." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Qwen3VL load failure and Qwen3.5 save_pretrained key serialization are different paths and symptoms." + "reason": "Both are documentation-related, but they concern different examples and different API mismatches." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "MoE load-balancing loss logic and Gemma 4 text-only mm_token_type_ids handling are different multimodal/model concerns." + "reason": "Processor selection for video classification is unrelated to Gemma4 PLE device placement in forward." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Video pipeline processor selection and Gemma4 device-mismatch during forward are unrelated." + "reason": "Different Qwen3.x problems: loading a MoE model versus incorrect save_pretrained visual encoder keys." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation and tensorboard/TensorFlow backend setup have no common underlying bug." + "reason": "Compiled flex_attention on new torch versions is unrelated to the TensorFlow backend installation issue." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated failures." + "reason": "SigLIP2 probability output bug and Sam3Video OOM are different failure modes with no shared code path." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating is a different mechanism from Gemma 4 multimodal token ID defaults." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support regression and PEFT dependency version bump are different issues." + "reason": "Python-version compatibility and PEFT version pinning are separate environment/dependency issues." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "LlamaConfig head_dim validation and stale config.dtype after from_config(dtype=...) are separate configuration bugs." + "reason": "LlamaConfig head_dim validation and stale config.dtype after from_config are distinct config-handling bugs." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "The first is a non-descriptive title; the second is an FP8 inference problem on B200. No shared underlying change is visible." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and likely different tokenizer code paths." + "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are model-specific failures with different causes." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading issue are different model-loading failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "Different config classes and different missing/default fields; not the same defect." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Chat-template assistant masks and Qwen2.5-VL rope index scaling are separate multimodal bugs." + "reason": "All-zero assistant masks and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Incorrect lm_head serialization and Gemma4 embedding resize propagation are unrelated state vs resize problems." + "reason": "Serialization of tied lm_head weights is unrelated to resize_token_embeddings not updating Gemma4 embedding structures." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading defects." + "reason": "AutoTokenizer ignoring tokenizer.json and the Mistral regex patch crash are different tokenizer-loading paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are entirely different subsystems." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary loss behavior are unrelated subsystems." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different model/runtime bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are different stages and likely different fixes." + "reason": "Quantized model saving and dequantized model loading/offload are distinct quantization workflows." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding have no shared root cause." + "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated repository API issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon handling in MLA is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." } ] }, @@ -11752,7 +11730,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 38, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -11763,6 +11741,8 @@ "issue:33290", "issue:41628", "issue:42175", + "issue:42491", + "issue:43299", "issue:43441", "issue:43525", "issue:43643", @@ -11780,8 +11760,6 @@ "issue:44188", "issue:44242", "issue:44246", - "issue:44261", - "issue:44263", "issue:44295", "issue:44297", "issue:44336", @@ -11810,245 +11788,245 @@ "issue:46399" ], "soft_pairs": [ - "issue:44623|issue:44749", "issue:33290|issue:45656", - "issue:44261|issue:44263", - "issue:44623|issue:45397", - "issue:45600|issue:45712", + "issue:44623|issue:44749", "issue:44361|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:45397", "issue:45542|issue:45800", - "issue:44016|issue:45823", "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", "issue:43441|issue:44683", "issue:43901|issue:43994", - "issue:44671|issue:44779", - "issue:43723|issue:44162", "issue:43673|issue:43761", - "issue:46291|issue:46399", "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:46291|issue:46399", "issue:43824|issue:43976", "issue:43901|issue:44246", - "issue:44297|issue:45397", "issue:43525|issue:43643", "issue:44188|issue:44336", "issue:44589|issue:45362", + "issue:44297|issue:45397", "issue:43784|issue:45542", "issue:44336|issue:44373", "issue:41628|issue:43976", "issue:44246|issue:44496", - "issue:45103|issue:46399", "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593", "issue:44295|issue:45397", - "issue:44242|issue:45593" + "issue:42491|issue:43299" ], - "prepared_review_unit_hash": "c2fd70d2a36a5eb5ef78bf065a139abb004f5e9d4406cb726e7b8158a61ad77c", + "prepared_review_unit_hash": "5426b52a7692313a59ad464b87a428749c1606df1f1c841fc6f59b78f902fb6f", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose Transformers issue set with broad thematic overlap (loading/config/tokenizer/kernel regressions) but no true duplicate pairs. I would anchor the cluster on the generic loading regression in issue #43643, but all soft edges should be rejected.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #43643 is the most broadly framed, concrete regression in the set: it describes a specific `AutoConfig.from_pretrained(..., trust_remote_code=True)` loading failure with missing fields, which is more reusable as an anchor than the model-specific or one-off reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43643 is the best global representative because it is a clear API-level bug with a reproducible symptom and broad potential impact across remote-code models; it is closer to the cluster\u2019s loading/config theme than the other narrowly scoped reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Different bugs: missing files on `processor.save_pretrained` vs a slowdown/regression in filtering after upgrade." - }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor while the other is double optimizer stepping; not the same failure mode." + "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:44261", - "right": "issue:44263", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Unrelated components and symptoms: MLA layernorm precision/config issue vs `torch.split` return-value behavior in a MoE indexer." + "reason": "Missing saved processor files and a Chinese report about data-filtering slowdown are unrelated problems." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "`processor.save_pretrained` missing files and Gemma-4 ZeRO-3 `from_pretrained` loading are different code paths and failure causes." + "reason": "A tokenizer AttributeError on tasks and missing auxiliary losses in D-FINE are different subsystems and failure modes." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene/auto-object issues, but one is stale auto-mapping references and the other is leftover dummy classes; not the same bug." + "reason": "Both concern repository maintenance, but one is stale auto_mappings references and the other is leftover dummy classes; not the same bug." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Different model/task bugs: MLuke tokenizer AttributeError vs D-FINE missing auxiliary losses when denoising is off." + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend installation issue vs a torch/transformers version incompatibility; unrelated root causes." + "reason": "A missing TensorFlow backend due to an install extra is not the same as a torch/transformers version incompatibility." + }, + { + "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." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs a Gemma4 device-mapping forward mismatch; no common underlying defect." + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Backend packaging omission for `.[torch]` vs Python-version compatibility regression; not duplicates." + "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 Ministral-3 FlashAttention failure and the other is compiled flex_attention on torch>=2.9; different breakages." + "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." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs drift for `return_all_scores` vs incorrect model/pipeline outputs for SigLIP2; unrelated issues." + "reason": "A docs mismatch for return_all_scores is unrelated to incorrect SigLIP2 model/pipeline outputs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "CamemBERT masked-LM output regression and Deepseek tokenizer regression affect different model families and code paths." + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are distinct regressions." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "AutoTokenizer loading failure and ESM2 breakage are both model-loading problems, but they are distinct bugs with different symptoms." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model-specific issues." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Generation cache missing during chunked prefill vs CLIPVision hidden_states omission; different APIs and fixes." + "reason": "Tokenizer loading failure and ESM2 being broken are not the same bug." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is import-time kernel version metadata failure and the other is a missing decorator on rotary-pos-emb registration; not the same change." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "`Llama4Config` missing `pad_token_id` and generic glm-4v-9b load failure are not concretely the same bug." + "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 a missing model class vs Python 3.9/3.10 compatibility issue; unrelated." + "reason": "ImportError for Qwen2.5-VL and Python 3.9+ support regression are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch and slow import performance are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch vs Gemma-4 ZeRO-3 loading failure; different functionality." + "reason": "Docs behavior mismatch and intermittent slow import are different issues." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43643", + "right": "issue:43525", "accept": false, - "reason": "Both concern missing config fields, but one is model-specific `pad_token_id` and the other is a broader `trust_remote_code` loading regression; not clearly the same bug." + "reason": "Missing fields with trust_remote_code and missing pad_token_id are both config-related, but they are not the same failure." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` vs ANSI codes in loading report; no overlap beyond being library bugs." + "reason": "Attention kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage-object lookup error and Qwen3.5 chat crash are different runtime failures with no shared concrete code path." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma-4 zero3 loading are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers breaks on missing `nn`, while the other is a packaging/backend dependency issue involving TensorFlow." + "reason": "A NameError importing sentence-transformers and a missing TensorFlow backend are different import-time failures." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output bug vs wrong docstring for `position_ids`; documentation/runtime mismatch but not the same issue." + "reason": "ANSI codes in loading_report and a wrong docstring are not the same underlying issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing `AutoImageProcessor` import and Python-version support regression are distinct issues." + "reason": "Cannot import AutoImageProcessor and Python version incompatibility are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import performance and unrecognized-model config errors are unrelated." + "reason": "Intermittent slow import and unrecognized model/config error are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils and a stale warning in paged generate do not share the same code path." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration failure are different subsystems." + "reason": "auto_docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "A pytest-xdist race and a stale warning in paged generate are different test/runtime bugs." + "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." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer registration access error vs Gemma-4 ZeRO-3 loading failure; not the same underlying defect." + "reason": "Position_ids buffer access error and Gemma-4 zero3 loading failure are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Load-balancing loss not added in MoE gating vs D-FINE auxiliary loss omission under denoising-off; similar-sounding loss issues but different models and logic." + "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." } ] }, @@ -12064,7 +12042,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 39, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -12074,12 +12052,10 @@ "nodes": [ "issue:36246", "issue:41950", - "issue:42491", "issue:42757", "issue:42886", "issue:43257", "issue:43262", - "issue:43299", "issue:43352", "issue:43475", "issue:43526", @@ -12113,6 +12089,8 @@ "issue:45362", "issue:45375", "issue:45561", + "issue:45584", + "issue:45701", "issue:45759", "issue:45859", "issue:46132", @@ -12122,130 +12100,126 @@ "issue:46506" ], "soft_pairs": [ - "issue:42491|issue:43299", "issue:43531|issue:45362", "issue:43526|issue:45003", "issue:41950|issue:44220", - "issue:44336|issue:44485", "issue:44246|issue:44871", - "issue:44336|issue:46424", - "issue:43550|issue:46506", + "issue:44336|issue:44485", "issue:36246|issue:42757", + "issue:43550|issue:46506", + "issue:44336|issue:46424", "issue:36246|issue:44351", "issue:44734|issue:46424", "issue:42886|issue:46132", + "issue:44779|issue:45292", "issue:45003|issue:45561", "issue:36246|issue:43596", - "issue:44779|issue:45292", "issue:45859|issue:46399", - "issue:44295|issue:44749", "issue:43475|issue:46369", - "issue:44242|issue:44857", "issue:43901|issue:45003", + "issue:44295|issue:44749", + "issue:44242|issue:44857", "issue:43673|issue:44561", - "issue:43352|issue:45250", "issue:43257|issue:45137", "issue:44496|issue:45003", + "issue:43352|issue:45250", "issue:44162|issue:45200", - "issue:45375|issue:45759", "issue:43262|issue:44246", + "issue:45375|issue:45759", "issue:44877|issue:45375", - "issue:44038|issue:46506" + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "85a7cc8694a95040016e97ea62965318d2e5b3ac42959b1ec389f7c629eda1db", + "prepared_review_unit_hash": "263e4989cc31a2dc39888d128168303bc97fc1a81e27c631b42be9785e840ba9", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36274, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "soft_pair_count": 31, + "serialized_chars": 36811, + "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 a grab-bag of transformer regressions and import/config bugs, mostly centered on v5-era model-loading or pipeline issues. None of the soft pairs look like true duplicates; they share broad themes at most, not the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44561 is the broadest representative of the cluster\u2019s recurring v5 regression theme and captures a user-facing breakage pattern better than the narrower model-specific reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the best single issue anchor because it describes a clear, cross-cutting compatibility regression rather than a one-off model-specific symptom.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen3-MoE loading regressions, but one is LoRA compatibility on hf4/hf5 and the other is Qwen3VL Moe loading on transformers 5.0; different failure modes." - }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to Qwen3.5-35B chat crashes; same family, different bug." + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs Qwen3.5 chat crash; no shared code path or fix." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are completely different code paths." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a modeling_utils sys.modules access issue." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and audio fbank feature extraction are unrelated subsystems." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI-code output in loading_report has nothing to do with GLM-5 RoPE implementation." + "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." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-performance complaints and Gemma eos_token_id config mismatch are unrelated bugs." + "reason": "Tokenizer import/runtime issue and Gemma eos_token_id config mismatch are unrelated concrete failures." }, { "left": "issue:44336", - "right": "issue:46424", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; different subsystems and failure modes." + }, + { + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Terminal-color handling in loading_report is unrelated to cache max length behavior." + "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and CPU-vs-CUDA differences in PPDocLayoutV3 are distinct issues." + "reason": "Bamba torch.compile/SDPA failure is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency surfaces." + "reason": "Terminal ANSI formatting bug vs cache length configuration bug; no overlap beyond being framework issues." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import regressions." + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are distinct import/export regressions." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is not the same as cache max_cache_length handling." + "reason": "KV cache continuation crash in `transformers serve` is not the same as cache config `max_cache_length` being ignored." }, { "left": "issue:42886", @@ -12253,112 +12227,130 @@ "accept": false, "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization regression and resize_token_embeddings/output_embeddings mismatch affect different code paths." + }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file-race behavior are different problems." + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist race on captured_info.txt." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and DeepSpeed ZeRO3 BertModel index error do not share a concrete bug." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer correctness and resize_token_embeddings not updating output embeddings are separate embedding/tokenizer bugs." + "reason": "Qwen2.5-VL image processor import error and Deepspeed ZeRO3/BertModel index error are unrelated." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5 rotary-related code, but one is CPU offload incompatibility and the other is missing decorator registration; not the same fix." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Registering position_ids as a buffer and version-upgrade filtering slowdown are unrelated." + "reason": "CPU offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; different Qwen3.5 failures." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 Video missing an attribute and SAM3 litetext memory overflow are different defects." + "reason": "SAM 3 Video attribute error and SAM 3 LiteText memory overflow are different model paths and bugs." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Missing load-balancing loss and AMP/CUDA crash in a different loss module are unrelated." + "reason": "Docs still mentioning return_all_scores is a documentation mismatch, not the same as unsafe sys.modules access." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Pipeline docs mismatch and sys.modules access bug are unrelated." + "reason": "Position_ids buffer access error and Chinese performance regression after upgrade are unrelated." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Both are v5 regressions, but chunked_prefill cache handling and trust_remote_code breakage are different concrete code paths." + "reason": "Load balancing loss omission for MoE routing and LwDetrImageLoss AMP crash are separate training issues." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as the generic flash-attention topic issue." + "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." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and empty-deque ZeRO3 failure are distinct DeepSpeed issues." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and ZeRO3 deque pop error are not the same bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are unrelated." + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "ESM2 being broken and Gemma 4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "Nemotron Flash Attention 2 unsupported error and a generic Flash Attention 2 issue are not clearly the same concrete bug." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one drops a specific field under strict parsing while the other fails to unwrap text_config in from_config." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific failures." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate default and import/import-time slowdown 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." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Different models and different config-handling bugs; only a loose strict-config similarity." + "reason": "Strict config rejecting granite_speech and a missing vision config field are separate configuration-handling problems." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "A Qwen3-VL-Moe v5 regression and CPU/CUDA result divergence in PPDocLayoutV3 are not the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, + "reason": "Embedding resize not updating output embeddings and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug and tokenization changes across versions are not the same issue." + }, + { + "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." + }, + { + "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." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, @@ -12369,7 +12361,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 40, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -12379,10 +12371,13 @@ "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", @@ -12395,7 +12390,6 @@ "issue:44466", "issue:44479", "issue:44483", - "issue:44561", "issue:44623", "issue:44749", "issue:44877", @@ -12405,7 +12399,7 @@ "issue:45137", "issue:45200", "issue:45229", - "issue:45292", + "issue:45310", "issue:45335", "issue:45397", "issue:45412", @@ -12416,38 +12410,33 @@ "issue:45600", "issue:45656", "issue:45685", - "issue:45701", "issue:45987", "issue:46082", "issue:46123", "issue:46170", "issue:46202", - "issue:46399", "issue:46421", "issue:46431" ], "soft_pairs": [ - "issue:45292|issue:45584", - "issue:44561|issue:46399", - "issue:45292|issue:45701", - "issue:45412|issue:46123", "issue:45137|issue:45600", "issue:44466|issue:45335", + "issue:45412|issue:46123", "issue:44987|issue:45459", "issue:43475|issue:43540", - "issue:45397|issue:45656", + "issue:44479|issue:46170", "issue:44995|issue:45200", "issue:44060|issue:44077", - "issue:44479|issue:46170", + "issue:45397|issue:45656", "issue:44368|issue:44977", "issue:45685|issue:46431", "issue:43653|issue:44162", - "issue:44995|issue:45588", "issue:43065|issue:43408", "issue:42886|issue:45229", + "issue:44995|issue:45588", "issue:43906|issue:46202", - "issue:44368|issue:45563", "issue:44877|issue:46170", + "issue:44368|issue:45563", "issue:44483|issue:46202", "issue:43931|issue:44368", "issue:44188|issue:46202", @@ -12457,210 +12446,232 @@ "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", - "issue:44749|issue:45656" + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "f49a119a66ca0614963691cbba832aefa6a2428b9bdc01c777cd0ea811202673", + "prepared_review_unit_hash": "9a65f8456b913940c364d4518766d306afd32bbe7f3cb36cc0d8c478997dc0f0", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37028, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "soft_pair_count": 32, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous, with many unrelated bugs across tokenizers, vision models, generation, and distributed/runtime behavior. I would not merge any of the soft edges; the strongest topical mini-cluster is around save_pretrained/serialization, but even there the paired reports are not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44297 is the most concrete, self-contained bug report in the set and sits in the clearest mini-cluster (tokenizer/serialization/save_pretrained behavior).", + "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.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the best representative issue to anchor the cluster summary because it is specific, reproducible, and better scoped than the broader or more speculative reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Both involve embeddings/tokenization-adjacent behavior, but one is resize_token_embeddings on output embeddings and the other is Whisper generation after align_special_tokens; different failures and code paths." - }, - { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Unrelated problems: one is removal of is_torch_fx_available breaking trust_remote_code models, the other is a Qwen3.5 kernel registration/decorator error." + "reason": "DeepSpeed ZeRO3 deque error vs Sam3LiteText auto-mapping/CI breakage; unrelated subsystems and failure modes." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "resize_token_embeddings/output_embeddings is not the same bug as version-dependent tokenization changes; only a broad tokenization theme is shared." + "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." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory lifecycle leak and MaskGenerationPipeline partial-batch bug are unrelated code paths." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and removed Sam3LiteText auto_mappings references are different CI/runtime issues." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both mention resizing/tied embeddings, but one is inconsistent serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same defect." + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model from hub and hiding tokenizer errors when protobuf is missing are distinct tokenizer/loading behaviors." + "reason": "Model-loading failure for a specific repo vs tokenizer error masking when protobuf is missing; not the same code path." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: missing fpn_position_embeddings in SAM3 video vs video input ValueError in Qwen3OmniMoe." + "reason": "Both are video/model issues, but one is a missing SAM3 encoder attribute and the other is a Qwen3OmniMoe video-input ValueError." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and deepspeed double optimizer.step are separate training/distributed issues." + "reason": "Qwen video regression vs Windows/ROCm torch.distributed import issue; completely different problem domains." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on second forward pass is unrelated to mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; no shared bug." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated configuration issues." + "reason": "Tied-weights warning bug in Qwen3-Next vs patchtsmixer post_init allowance; unrelated model/config issues." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Video input regression in Qwen models and Windows ROCm import/type error are separate failures." + "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." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as flash-attention generation failure." + "reason": "Tie-word-embeddings warning in fine-tuning vs Qwen3.5 flash-attention generation failure; different code paths." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support for Int in MOE is unrelated to missing chat template validation in a processor." + "reason": "MPS histogram on Int in MoE vs missing chat template in processor; unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are different tokenizer/model issues." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Second-forward stale cache crash and flash_attention.py s_aux=None AttributeError are not the same code-path problem." + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 broken; no concrete overlap beyond being tokenizer/model reports." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker type mismatch are separate SAM3 issues." + "reason": "SAM3 dummy Conv2d in pixel decoder vs SAM3 model-type warning when loading tracker; distinct issues." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Tokenizer cache/offline loading bug vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "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." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of an older issue and a Gemma pipeline roundtrip failure on \u2581 are not clearly the same bug." + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure on \u2581; insufficient evidence of same underlying defect." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config blocking granite_speech loading vs Windows/ROCm distributed import error; unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie-word-embeddings warning and stale num_return_sequences warning are different generate-time warnings." + "reason": "Qwen3.5 tie_word_embeddings warning vs stale paged-generate num_return_sequences warning; not the same bug." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Strict config rejection for granite_speech and a Windows ROCm import failure are unrelated." + "reason": "Chat/completions API rejection vs Gemma pipeline token roundtrip issue; unrelated behavior." }, { - "left": "issue:44483", + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embedding warning; different loading problems." + }, + { + "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma \u2581 roundtrip failure are different user-facing bugs." + "reason": "torch.compile attention-kernel divergence vs Gemma \u2581 roundtrip failure; no shared code path." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return type contract and LlamaConfig head_dim validation are unrelated API/config issues." + "reason": "StaticCache return-type regression vs LlamaConfig head_dim validation; unrelated API and config issues." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile kernel divergence from branching and cache lazy init causing recompilation are different performance/correctness problems." + "reason": "Attention kernel divergence under compile vs cache lazy-init recompilation; both touch caching/compile broadly but not the same bug." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty transcription failure and Windows ROCm torch.distributed import issues are unrelated." + "reason": "Whisper empty-transcription failure after token alignment vs Windows/ROCm import/dependency issue; unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder placeholder layer and mask generation batching behavior are not the same bug." + "reason": "SAM3 pixel-decoder dummy conv vs generation pipeline partial-batch result loss; different models and failure modes." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but one is tokenizer_class mismatch and the other is missing processor files; similar area, different failure mode." + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrade are unrelated." + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrading transformers; no shared underlying defect." + }, + { + "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." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Tokenizer slowdown and double optimizer.step under deepspeed are different regressions." + "reason": "Filtering slowdown regression vs double optimizer.step with DeepSpeed; completely different symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files vs DeepSpeed optimizer-step duplication; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Generic performance regression vs Qwen3.5 MoE from_pretrained error; different areas." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache missing during chunked prefill; both generation-related but not the same bug." } ] }, @@ -12676,7 +12687,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 41, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -12686,29 +12697,30 @@ "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:43646", - "issue:43673", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", "issue:44038", - "issue:44162", "issue:44188", "issue:44222", "issue:44351", "issue:44623", - "issue:44749", + "issue:44792", "issue:44869", "issue:44871", "issue:44933", @@ -12726,7 +12738,6 @@ "issue:45397", "issue:45406", "issue:45478", - "issue:45656", "issue:45753", "issue:46132", "issue:46202", @@ -12734,257 +12745,258 @@ "issue:46399" ], "soft_pairs": [ - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44749|issue:45310", - "issue:43232|issue:43673", "issue:44871|issue:46132", - "issue:45230|issue:45397", "issue:42994|issue:43482", "issue:44869|issue:45356", "issue:43475|issue:43643", + "issue:45230|issue:45397", "issue:42371|issue:45092", - "issue:44038|issue:44623", "issue:28282|issue:30990", + "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:43475|issue:45381", "issue:45375|issue:45478", "issue:45310|issue:45375", "issue:42994|issue:43525", "issue:43784|issue:46399", - "issue:43723|issue:46326", "issue:44964|issue:45137", + "issue:43723|issue:46326", "issue:45406|issue:46202", "issue:43232|issue:44188", "issue:43873|issue:44945", - "issue:42673|issue:43704", "issue:41628|issue:44351", + "issue:42673|issue:43704", "issue:44945|issue:45753", "issue:45081|issue:45103", "issue:42994|issue:43824", "issue:44222|issue:45310", - "issue:44038|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": "de54b21be21979bfb4a2fa22a1b752e56aa7d7c4e13ec6ab95c522f64722347f", + "prepared_review_unit_hash": "c834536b45f8510689f2cfa8536c4377f98f6ba2657c0f968deccab5565cc1a9", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36453, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "soft_pair_count": 31, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer-related issues, with only a couple of clear duplicate pairs. The strongest exact duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478), and the Qwen3ForCausalLM VRAM leak reports (42673/43704) also look identical.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the clearest concrete regression report and has an exact duplicate in issue:45478; both describe the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is a strong cluster representative: it is specific, actionable, and clearly duplicated by issue:45478.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Different bugs: missing fields from trust_remote_code AutoConfig vs ESM2 breakage." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Different code paths: processor.save_pretrained file emission vs DeepSpeed optimizer step duplication." - }, - { - "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "Different symptoms and models: general slowdown after upgrade vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation-related, but one is sync_gpus/update_kwargs behavior and the other is chunked_prefill cache handling; not the same bug." - }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different functionality: eos_token_id config mismatch vs AttentionInterface.register behavior change." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no evidence they are the same bug." + "reason": "Different bugs: Gemma eos-token config inconsistency vs AttentionInterface.register behavior change." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure are different operations." + "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading on transformers v5." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer codec regression; different code paths." + "reason": "Both are tokenizer-related, but they target different models and failures; not the same underlying bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video attribute error vs AutoConfig trust_remote_code missing fields; unrelated model families and failures." + "reason": "SAM 3 video missing attribute vs trust_remote_code/AutoConfig field loss are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "TF32 settings warning vs meta-initialization incompatibility for old InternVL2 checkpoints; not the same issue." + "reason": "Generic bug report vs a specific gemma-4 zero3 loading failure; no shared concrete bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Qwen3-VL-Moe transformers bug vs processor.save_pretrained missing files; different subsystems." + "reason": "Different issues: backend extras missing TensorFlow vs InternVL2 meta-init incompatibility." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel missing PyTorch ImportError vs Sentence Transformers loading hang; different failure modes." + "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." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor export vs image_utils import failure; related area but not the same concrete bug." + "reason": "Both mention imports, but they concern different symbols and likely different API breakages." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and symptoms: SAM 3 vision encoder attribute error vs qwen2.5-vl video position ids issue." + "reason": "Different model families and different symptoms; not a duplicate." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Different bugs: missing deepstack_visual_indexes field vs Qwen3.5 MoE from_pretrained error." + "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." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "One is a from_pretrained failure; the other is a config-field loss under @strict. Not the same bug." + "accept": true, + "reason": "Same underlying Qwen3.5-Moe loading failure; 45375 provides the likely root cause for the generic from_pretrained error in 45310." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure vs Llama4Config missing pad_token_id attribute; different model/config issues." + "reason": "Quantized saving failure is unrelated to a Llama4Config pad_token_id attribute error." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError; unrelated." + "reason": "Importing sentence-transformers with latest transformers and Qwen3.5 kernel registration are unrelated." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer loading error in v5 vs continue_final_message behavior for mistral_common tokenizers; not the same underlying bug." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are different bugs." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Model loading regression vs DeepSpeed ZeRO3 deque IndexError; unrelated failure classes." + "reason": "Tokenizer loading in v5 vs continue_final_message on mistral_common are different code paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip on \u2581; different bugs." + "reason": "Gemma4Processor missing attribute and Gemma pipeline roundtrip on \u2581 are not the same issue." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update issue vs attention kernel divergence under torch.compile; different code paths." + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue vs incorrect LLM output with pipeline parallelism; not the same problem." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate reports with the same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Quantization/offloading bug vs pipeline-parallelism output mismatch; different concrete failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + "reason": "Different missing imports (AutoImageProcessor vs HybridCache), so not the same bug." + }, + { + "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." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output mismatch vs Qwen3_5 infinite loop on a specific image; different symptoms." + "reason": "Pipeline parallelism output issue vs Qwen3.5 image-triggered infinite loop; different symptoms and likely different fixes." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash vs auto_docstring crash with future annotations; unrelated bugs." + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import; different issue types." + "reason": "Saving quantized models and missing Qwen2.5-VL import are different problems." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained error; different operations." + "reason": "FP8 save_pretrained moe and Qwen3.5-Moe from_pretrained error are different directions and not clearly the same bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/MoE, but the reported failures and model variants differ; not enough to treat as the same bug." + "reason": "Both mention Qwen/MoE, but the model families and failure modes differ enough that they should stay separate." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; effectively identical duplicate reports." + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different 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." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained moe are different FP8 bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype change during eval and ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TF backend install issue and missing image_utils import are separate problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicates (42673/43704 and 45310/45478) are well supported by matching titles and descriptions, and the rejected pairs are framed cautiously without overclaiming. No evidence of overstated duplicate/bundle claims beyond what the packet supports." + "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." }, "evaluator_used": true, "retried": false, @@ -12997,7 +13009,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 42, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -13005,18 +13017,16 @@ "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:36010", - "issue:41628", "issue:42175", "issue:42222", - "issue:42831", "issue:42898", - "issue:43232", - "issue:43278", + "issue:43295", "issue:43377", "issue:43479", "issue:43504", @@ -13026,25 +13036,27 @@ "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:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", - "issue:45137", + "issue:45125", "issue:45200", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", "issue:45600", "issue:45656", @@ -13055,24 +13067,19 @@ "issue:46231" ], "soft_pairs": [ - "issue:43232|issue:44792", - "issue:36010|issue:41628", - "issue:42831|issue:44222", - "issue:42175|issue:44933", - "issue:42175|issue:45712", "issue:44496|issue:45561", - "issue:43278|issue:45137", + "issue:42175|issue:45712", "issue:43504|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", - "issue:46077|issue:46123", "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:42222|issue:45200", "issue:43479|issue:44869", + "issue:42222|issue:45200", "issue:43479|issue:44079", "issue:43874|issue:45092", "issue:44016|issue:46231", @@ -13081,212 +13088,225 @@ "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:44295|issue:45656", "issue:44075|issue:46231", - "issue:42898|issue:45356" + "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:30333|issue:34689", + "issue:44222|issue:44297", + "issue:44933|issue:45712" ], - "prepared_review_unit_hash": "332e95d59ee7ec47214eecfc626fd653aa13e4d433122ed4df5c1017ee25bca5", + "prepared_review_unit_hash": "a16b3a51b4dd9b92111032a3fb7c03b59a6f775d3f22101274e4a2cf226ef441", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36508, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 31, + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial similarities across unrelated issues; I would reject all soft edges. The best issue anchor is a concrete tokenizer regression report rather than a broader or less specific packaging/import issue.", - "confidence": 0.8, - "canonical_issue_reason": "No single duplicate spans the set, but issue #44779 is the best anchor: it reports a concrete v4\u2192v5 tokenizer regression with a clear symptom and scope.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44779 is the strongest standalone bug report here because it is specific, reproducible, and clearly describes the failing tokenizer path.", + "best_issue_reason": "issue:45561 is the strongest standalone report here: it is active, clearly scoped, and has concrete reproduction/triage value.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs/caching bug vs a Janus image-generation test failure; different code paths and symptoms." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Two different missing imports (`GenerationMixin` vs `AutoImageProcessor`); same package, but not the same underlying defect." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs FP8 MoE save/load issue; different failure modes." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Packaging/backend dependency issue vs a nonexistent `image_utils` import; unrelated root causes." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Backend install metadata vs leftover dummy classes in `dummy_pt_objects.py`; not the same bug." - }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error vs pytest-xdist file race; unrelated areas." + "reason": "Unrelated problems: model config resolution vs a pytest-xdist file race." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Dtype mismatch during evaluation vs DeepSpeed ZeRO3 deque underflow; different subsystems." + "reason": "Different concerns: dependency/backend packaging vs leftover dummy classes leaking into API surface." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading failure vs xdist capture-file race; unrelated." + "reason": "Different code paths: BEiT legacy-field loading failure vs testing-utils race condition." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Parallel-test file race vs stale auto_mappings references breaking CI; different causes." + "reason": "Packaging/CI mapping cleanup is unrelated to the captured_info.txt worker race." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue vs nonexistent import; not the same defect." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Attention-mask construction bug vs partial-batch pipeline result loss; separate code paths." + "reason": "Different failures: Python-version compatibility vs a missing import from image_utils." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow failure-reporting problem vs DeepSpeed Adafactor OOM; unrelated." + "reason": "MLFlow reporting on failure is unrelated to an OOM in deepspeed+adafactor." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformer loading stall vs token-embedding resize reinit bug; different functionality." + "reason": "Sentence-transformer loading stall is unrelated to tied-embedding reinitialization." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask behavior and generation batching are separate issues." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; not mergeable as one fix." + "reason": "Missing padding-mask support in MIMI is unrelated to MoE load-balancing loss gating." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is `clean_up_tokenization_spaces` behavior and the other is `add_special_tokens` BOS/EOS handling; different bugs." + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files on `processor.save_pretrained` vs Qwen3.5 MoE `from_pretrained` error; unrelated." + "reason": "Processor save_pretrained file output is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Broken ViTPose models vs Gemma 4 multimodal token-type defaulting; different model families and issues." + "reason": "Config default initialization bug is unrelated to Whisper word-timestamp decoding crash." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Multimodal config default initialization vs Whisper word-timestamp decode crash; unrelated." + "reason": "Different models and failures: vitpose breakage vs Gemma 4 multimodal token defaults." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting bug vs `ModelOutput` key assignment bug; distinct code paths." + "reason": "Config initialization and ModelOutput key assignment are distinct bugs." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method vs remote-code/meta-init incompatibility; both multimodal, but different root causes." + "reason": "Image processor missing method and remote-code meta-init incompatibility are different issues." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + "reason": "Notebook syntax error is unrelated to a docstring parameter-name mismatch." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Generic tokenizer-space cleanup regression vs Granite token-ID regression; different tokenizer behaviors and fixes." + "reason": "Both involve tokenizers in v5, but one is cleanup-space behavior and the other is wrong token IDs for Granite." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time `nn` NameError vs missing Qwen2.5-VL class export; separate import failures." + "reason": "Sentence-transformers import NameError is unrelated to missing Qwen2.5-VL export." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "`AutoTokenizer.from_pretrained` load issue in v5 vs mDeBERTa special-token regression; same area but not the same bug." + "reason": "Tokenizer loading failure is not the same bug as add_special_tokens not adding BOS/EOS." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a global cleanup-behavior change and the other is DeepSeek-specific codec handling; not the same concrete defect." + "reason": "DeepSeek tokenizer correctness regression is separate from clean_up_tokenization_spaces behavior changes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve/KV-cache tensor indexing crash vs auto-docstring annotation handling; unrelated." + "reason": "KV-cache tensor indexing crash is unrelated to auto_docstring handling of future annotations." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation typo." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration error vs optimizer stepping twice under DeepSpeed; different code paths." + "reason": "position_ids buffer access and double optimizer-step behavior are different code paths." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Optimizer argument wiring bug vs docs typo for training parameters; not a duplicate bug." + "reason": "Both are regressions, but one is tokenizer cleanup semantics and the other is processor/tokenizer image-handling compatibility." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Released-version dependency bump is unrelated to dummy class cleanup." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen models and different bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-failure reporting is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 model save_pretrained and tokenizer save_pretrained are separate functionality bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer cleanup behavior regression vs Kimi-K2.5 codec/warning regression; both tokenizers, but different underlying issues." + "reason": "Missing import from image_utils and dummy_pt_objects leakage are both import-related but not the same underlying defect." } ] }, @@ -13302,7 +13322,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 43, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -13311,74 +13331,67 @@ "cluster_id": "cluster-10000-464", "nodes": [ "issue:22355", - "issue:27957", "issue:28282", "issue:30333", - "issue:34689", "issue:35141", "issue:36331", "issue:41628", "issue:42757", "issue:42796", "issue:42831", - "issue:42898", "issue:43122", "issue:43232", - "issue:43295", "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:44060", + "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:44933", + "issue:44734", + "issue:44871", "issue:44977", "issue:45071", "issue:45092", "issue:45103", - "issue:45125", "issue:45245", "issue:45310", + "issue:45357", "issue:45381", - "issue:45405", "issue:45656", - "issue:45712", + "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46305", + "issue:46421", "issue:46424", "issue:46431" ], "soft_pairs": [ - "issue:42898|issue:43295", - "issue:44060|issue:45125", - "issue:45405|issue:45712", - "issue:44222|issue:44297", - "issue:27957|issue:30333", - "issue:30333|issue:34689", - "issue:44933|issue:45712", - "issue:44297|issue:45656", "issue:30333|issue:36331", - "issue:44222|issue:44623", - "issue:42831|issue:44623", + "issue:44297|issue:45656", "issue:30333|issue:35141", "issue:43479|issue:43644", + "issue:42831|issue:44623", "issue:22355|issue:28282", "issue:44448|issue:46132", + "issue:44222|issue:44623", "issue:42796|issue:43723", "issue:45245|issue:46132", "issue:41628|issue:42757", - "issue:44297|issue:45310", "issue:43475|issue:46305", + "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:44263|issue:45092", "issue:46209|issue:46431", @@ -13388,216 +13401,230 @@ "issue:43723|issue:44977", "issue:44222|issue:44484", "issue:44206|issue:45103", - "issue:43232|issue:46424" + "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": "b0a15ded78b8ed5e3b6e0bf11748342cc36ae62fa0ec4669c8f53d5c0eb3deea", + "prepared_review_unit_hash": "0afe9fca69fbba134532e4f3539a31d60e012e78da06e16565b27892deb6f476", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "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": "The items are largely unrelated Transformers issues spanning tokenization, multimodal models, FP8, config validation, and import/runtime regressions. None of the soft pairs look like the same underlying bug or mergeable change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the broadest regression-style report in the set, describing a Transformers 5.0.0-wide buffer initialization problem rather than a narrow model-specific edge case.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is a strong standalone bug report with a clear, version-scoped failure mode and broad user impact; it is the best representative issue here, though not a duplicate target.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-handling breakage; different code paths." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Different Qwen model-specific bugs: tied-weights warning versus missing tensor-parallel plan." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Unrelated: a dependency version bump issue versus leftover dummy class cleanup/import leakage." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer_class metadata mismatch." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "No overlap in underlying problem: Flash Attention model support versus MLflow reporting after failed training." - }, { "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Different failures: MLflow run-state reporting versus Llama 3.2 Vision model loading regression." - }, - { - "left": "issue:44933", - "right": "issue:45712", + "right": "issue:36331", "accept": false, - "reason": "Both touch imports/exports, but one is a missing image_utils import and the other is dummy class leakage in no-torch mode." + "reason": "MLflow failure reporting vs CustomTrainer loss-signature incompatibility are different trainer bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata bug is unrelated to DeepSpeed double optimizer stepping." + "reason": "Tokenizer config mismatch on save is unrelated to a deepspeed double optimizer-step issue." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "Training telemetry after failure is unrelated to the Trainer compute_loss signature change." + "reason": "Failed-job MLflow status and embedding reinitialization are separate training/model state problems." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different serialization paths." + "reason": "Multimodal config initialization bug is unrelated to non-persistent buffer junk values." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue is unrelated to processor file saving." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "MLflow failure reporting is unrelated to embedding resize/post_init reinitialization." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Different problems: multimodal config defaults versus non-persistent buffer initialization." + "reason": "FP8 accuracy problems and missing processor files on save_pretrained are different defects." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." + "reason": "Missing `transformers.onnx` module and missing PyTorch dependency are distinct import issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different regressions: Pegasus output changes versus AttentionInterface.register behavior." + "reason": "Pegasus v4/v5 output differences and AttentionInterface registration behavior are not the same code-path problem." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save_pretrained behavior does not match processor artifact omission." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling is not the same as AutoTokenizer.from_pretrained failing in v5." + "reason": "Tokenizer BPE marker handling is a model-specific tokenization bug, not a general AutoTokenizer import/load failure." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "No shared bug: category-count runtime error versus attention registration semantics." + "reason": "Category-count runtime limit and AttentionInterface registration behavior are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; not the same failure." + "reason": "Missing `AutoImageProcessor` import and missing `is_offline_mode` import are separate dependency/API breakages." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "SAM3 missing output attribute and MoonshineStreaming window off-by-one are different model logic bugs." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Different model components and symptoms: SAM 3 video attribute error versus Moonshine streaming mask off-by-one." + "reason": "Tokenizer class saved incorrectly and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is type-checking regression and the other is head_dim validation logic." + "reason": "Generic config type-checking regression and LlamaConfig head_dim validation are different config constraints." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split indexer behavior is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "torch.split return handling in an indexer is unrelated to remote-code checkpoint meta-initialization compatibility." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template are unrelated issues." + "reason": "FP8 B200 inference failure and missing chat template in processor.save_pretrained are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are sequence-position/window bugs, but in different models and code paths." + "reason": "Qwen2.5-VL vision position IDs and MoonshineStreaming frame-window masking are different bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization output drift across versions is unrelated to FP8 inference failure on a specific GPU." + "reason": "Tokenizer output drift across versions is unrelated to FP8 inference on B200 hardware." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring mistake is not the same as a RoPE implementation discussion/bug." + "reason": "Wrong docstring for `position_ids` is documentation-only and not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation bug are different problems." + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different failure modes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Checkpoint saving in FP8 MoE is unrelated to the max_shard_size default question." + "reason": "FP8 MOE save_pretrained behavior is unrelated to the 50GB shard-size question." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument validation and auto-docstring annotation handling are unrelated." + "reason": "Local dataset loading in an example script and auto_docstring crashes from future annotations are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to cache max length handling." + "reason": "Generation kwargs update after sync_gpus and cache max length handling are different cache/generation behaviors." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing in serve and lazy cache initialization recompilation are separate runtime issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example script dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus and Kosmos2.5 OCR index errors are different problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading `position_ids` after buffer registration and processor save_pretrained file omissions are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are unrelated." } ] }, @@ -13613,7 +13640,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 44, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -13628,274 +13655,288 @@ "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:43723", - "issue:43824", + "issue:43646", + "issue:43784", + "issue:43824", "issue:44038", - "issue:44190", + "issue:44188", "issue:44261", "issue:44263", "issue:44279", - "issue:44295", - "issue:44360", "issue:44368", "issue:44373", "issue:44483", "issue:44568", - "issue:44623", - "issue:44734", "issue:44829", - "issue:44871", "issue:44913", - "issue:45092", "issue:45278", "issue:45310", - "issue:45357", "issue:45406", + "issue:45593", "issue:45753", - "issue:45834", "issue:46002", "issue:46050", - "issue:46082", + "issue:46132", "issue:46305", "issue:46328", - "issue:46402", - "issue:46421" + "issue:46369", + "issue:46402" ], "soft_pairs": [ - "issue:44734|issue:46421", - "issue:44295|issue:44623", - "issue:43232|issue:45834", - "issue:44190|issue:46082", - "issue:43723|issue:44871", - "issue:44263|issue:44360", - "issue:44261|issue:45092", "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42907|issue:46050", "issue:30990|issue:38175", + "issue:42907|issue:46050", "issue:43644|issue:46305", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:44829|issue:46002", "issue:44483|issue:45406", - "issue:42831|issue:44038", "issue:41628|issue:43824", + "issue:42831|issue:44038", "issue:43479|issue:44913", - "issue:43408|issue:46402", "issue:22355|issue:27957", + "issue:43408|issue:46402", "issue:42831|issue:45753", "issue:42757|issue:45278", "issue:22355|issue:28218", "issue:39401|issue:44568", - "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:44368|issue:46305" + "issue:27957|issue:30990", + "issue:44368|issue:46305", + "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:42371|issue:44263", + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "c803a54736ce0b8e2e15e582037e231037576805798f79a81987edd2dfca593f", + "prepared_review_unit_hash": "afe1a987632ba01ebbecbdf503618f74344e4f7269723e0a720f739aa58a8e1c", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35814, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "soft_pair_count": 30, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft-similarity pairs share at most broad subsystem overlap, but not the same concrete bug or change. I rejected all soft edges as duplicates, and the best representative issue is the broad import-regression report rather than any narrow symptom report.", - "confidence": 0.84, - "canonical_issue_reason": "If a single representative is needed, issue 45278 is the broadest umbrella for the import-error regression subset; however, the overall cluster is not a true duplicate set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general, user-facing regression report and best captures the broadest slice of the related import-breakage complaints in this mixed cluster.", + "best_issue_reason": "No global best issue stands out as a duplicate hub; the collection does not represent one underlying defect family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44734", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache-related serving paths, but one is a KV cache continuation crash and the other is lazy cache init causing recompilation; different bugs." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "One is about reading a bufferized position_ids tensor, the other about processor.save_pretrained missing files; unrelated failure modes." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs after sync_gpus and a Kosmos2.5 OCR index error are different code paths and symptoms." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "A local dataset loading script issue is not the same as a LlamaConfig head_dim validation error." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id config mismatch are separate tokenizer/config bugs." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both reference DSA indexer code, but one concerns torch.split outputs and the other a missing ReLU; not the same defect." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are different multimodal issues." - }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue is not the same as a padding performance regression." + "reason": "Different problems: a generic dependency issue vs a SequenceFeatureExtractor padding performance regression." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "One is an old InternVL2 meta-init compatibility problem, the other is Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Different models and symptoms: loading hangs vs zero probabilities in siglip2-base-patch16-224." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization/save-load failures: dequantized Ministrals/Devstrals versus sinq quantized models." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are unrelated." + "reason": "Both involve saving/loading quantized models, but the quantization methods and failure modes are different." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and a streaming mask off-by-one are different bugs in different subsystems." + "reason": "Unrelated bugs: non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained failures are not the same problem." + "reason": "Different issues: FineGrainedFP8 accuracy degradation vs a Qwen3.5-MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime torch.split bug and a wrong docstring are not duplicates." + "reason": "A functional torch.split bug is not the same as a docstring typo." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training collapse with flash_attention_3 and NaNs on checkout/init point to different root causes." + "reason": "Different failure classes: degenerate training with flash_attention_3 vs NaNs after checkout/init." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate serving failures." + "reason": "Different code paths: chat-completions request handling vs a Gemma4Processor missing _tokenizer attribute." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "A numerical accuracy issue and a Qwen3-VL-Moe bug are unrelated." + "reason": "Both are import errors, but they concern different missing symbols and different model APIs." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but for different symbols and model components; no evidence of the same missing export." + "reason": "Different model-specific bugs: FP8 accuracy vs Qwen3-VL-Moe behavior on Transformers 5.0." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are distinct config bugs." + "reason": "Config default initialization on None is unrelated to rotary_pct not persisting on reload." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "A sam3 tracker/model-type warning and missing Sam3Model text encoder weights are different SAM3 issues." + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." + "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": "FineGrainedFP8 accuracy and a Qwen3_5 image-specific infinite loop are different defects." + "reason": "Different symptoms and paths: FP8 accuracy issues vs an infinite loop on a specific image." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The is_offline_mode import error may be one symptom in the broader upgrade report, but this pair does not clearly describe the same concrete bug." + "reason": "A specific missing huggingface_hub symbol is not the same as a broad upgrade-related import breakage." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "An import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." + "reason": "No relation between an ONNX import failure and tokenizer spacing after added tokens." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset-mapping correctness and add_special_tokens BOS/EOS behavior are separate tokenizer bugs." + "reason": "Both are tokenizer bugs, but one is offset_mapping and the other is missing BOS/EOS insertion; different underlying defects." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to the v5 tokenizer decoder-type regression." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated." + "reason": "XLMRoberta Flash Attention 2 and a Sentence Transformers loading hang are different issues." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A training warning about tie_word_embeddings is unrelated to a streaming mask off-by-one error." + }, + { + "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." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state bookkeeping and D-FINE auxiliary-loss behavior are 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." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are both tokenizer issues, but not the same underlying bug." + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command is not the same as a sentence-transformers import NameError." + }, + { + "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." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split indexing bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "A tie_word_embeddings warning in Qwen3.5 LoRA and a streaming mask off-by-one are unrelated." + "reason": "A precision bug from missing rms_norm_eps is unrelated to a docstring mismatch." } ] }, @@ -13911,7 +13952,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 45, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -13919,302 +13960,309 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ + "issue:22355", + "issue:29159", "issue:30990", "issue:33357", + "issue:36296", "issue:39401", "issue:41628", - "issue:42371", - "issue:42796", - "issue:42886", + "issue:42175", + "issue:42757", "issue:42907", - "issue:42994", "issue:43116", "issue:43122", - "issue:43232", + "issue:43278", "issue:43408", + "issue:43452", "issue:43475", - "issue:43550", - "issue:43576", - "issue:43646", + "issue:43493", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44188", - "issue:44261", - "issue:44263", + "issue:44222", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", - "issue:44373", "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:45593", + "issue:45478", "issue:45600", - "issue:46002", - "issue:46132", - "issue:46326", - "issue:46369" + "issue:45753", + "issue:46326" ], "soft_pairs": [ - "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:42371|issue:44263", - "issue:44261|issue:44373", - "issue:44295|issue:44297", "issue:44117|issue:44704", + "issue:44295|issue:44297", "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:42907|issue:43937", - "issue:43976|issue:44945", - "issue:43784|issue:45600", "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:42907|issue:43937", "issue:42907|issue:44964", - "issue:44704|issue:45290", "issue:44360|issue:44485", + "issue:44704|issue:45290", "issue:39401|issue:44521", - "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:44038|issue:44297", + "issue:43122|issue:46326", "issue:44625|issue:44829", + "issue:44038|issue:44297", "issue:43116|issue:45200", + "issue:43408|issue:43475", + "issue:42907|issue:43452", "issue:44038|issue:44295", - "issue:43408|issue:43475" + "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:43493|issue:45753" ], - "prepared_review_unit_hash": "5e7a24e52b5921dda04bd795d046baf80e207111352d7f44d7bd6db65aca3f2a", + "prepared_review_unit_hash": "2d66f50f09ed3f7e17d29447cc13ec4588baafe1e18e48eacbbd5b171a3859ff", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36536, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "soft_pair_count": 32, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic collection of unrelated Transformers bug reports. None of the soft pairs look like true duplicates or mergeable PRs; they span different models, APIs, and failure modes. The broadest umbrella issue is 45278 (general import regressions after upgrading to v5), but it is only a loose representative, not a real duplicate anchor.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45278 is the broadest, most general regression report in the set and best serves as an umbrella for the v5 import-breakage subset, though the overall cluster is heterogeneous.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most suitable global representative because it describes a wide import-regression class rather than a single model-specific failure, so it is the closest thing to a canonical issue here.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different bugs: BPE marker handling for Ministral-3 vs tokenizer behavior changing across versions for another model." + "reason": "Different bugs: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Unrelated code paths: generation kwargs after sync_gpus vs D-FINE auxiliary losses when denoising is off." + "reason": "Different surfaces: a position_ids buffer access error vs tokenizer_class mismatch in tokenizer_config.json." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Different SAM3 problems: a model-type warning during tracker init vs a memory overflow in sam3-litetext." + "reason": "One is about saving dequantized Ministrals/Devstrals; the other is incorrect output under pipeline parallelism." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different failure modes: offline tokenizer cache loading vs quantized model saving." + "reason": "Different symptoms and models: loading hang vs MacOS bus error with a CLIP model." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "torch.compile kernel divergence vs a docstring typo; not the same underlying bug." + "reason": "RoPE layer loss and an incorrect tied-weights warning are unrelated code-paths." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "One is a broken CLI env command; the other is a NameError on importing sentence-transformers." + "reason": "Both mention imports, but one is a specific missing AutoImageProcessor export while the other is a broad upgrade regression with many import errors." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Bamba torch.compile/SDPA issue and AttentionInterface.register behavior change are separate bugs." + "reason": "Qwen3 tokenizer offset_mapping is unrelated to loading failure for cjvt/sleng-bert." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both are v5-era regressions, but one is custom model init breakage and the other is NaNs after checkout/init." + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "TF32 API warning and torch.split return values in a DSA indexer are unrelated." + "reason": "Python version compatibility failure is not the same bug as incorrect output from pipeline parallelism." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm vs a wrong docstring; not the same bug." + "reason": "Saving dequantized models and invalid GenerationConfig are distinct failure modes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save_pretrained are different issues." + "reason": "Model-save corruption and inability to load Phi-4 multimodal are different issues." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None in from_pretrained vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "A DSA indexer missing ReLU is unrelated to the GLM-5 RoPE implementation discussion." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel outputs are unrelated." + "reason": "Kwarg forwarding in AutoProcessor and chat-template crashes with tool-call messages are separate paths." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Both mention loading, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model." + "reason": "Wrong offset_mapping and all-zero assistant_masks are different tokenizer/template bugs." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Smollm3 RoPE layer count bug vs Qwen3-Next tied-weights warning; different model configs." + "reason": "A version-to-version tokenization change is not the same as multimodal assistant mask generation." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Related only at a broad v5-import level; missing AutoImageProcessor is not the same concrete bug as the wider import-error report." + "reason": "Both are tokenizer-related, but one reports changed tokenization across versions while the other is continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Quantized/dequantized save failure vs invalid GenerationConfig validation; unrelated." + "reason": "num_labels propagation and flash_attention_3 training collapse are unrelated model behavior bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Python version compatibility breakage vs pipeline parallelism output corruption are distinct." + "reason": "Qwen3-VL-Moe load issues are not the same as tokenizer_class metadata mismatch on save." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Import NameError in sentence-transformers vs stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are different example/model issues." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer vs inability to load cjvt/sleng-bert; different tokenizer/model problems." + "reason": "A sam3_video/sam3_tracker type warning is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." }, { "left": "issue:42907", - "right": "issue:44964", + "right": "issue:43452", "accept": false, - "reason": "Model saving failure vs model loading failure for Phi-4 multimodal instruct." + "reason": "Dequantized-model saving and gguf_file breaks in from_pretrained are distinct problems." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashes with tool calls are separate code paths." + "reason": "Qwen3-VL-Moe loading and position_ids buffer access do not share the same root cause." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "DSA indexer ReLU issue vs GLM-5 RoPE implementation; unrelated." + "reason": "A Qwen3-VL-Moe bug is not the same as FP8 save_pretrained behavior for moe models." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer offset_mapping bug vs multimodal assistant_mask handling; not the same defect." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different missing-export/import issues." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Version-to-version tokenization differences vs continue_final_message behavior for mistral_common tokenizers." + "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." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:44779", "accept": false, - "reason": "Different symptoms and subsystems: tokenization drift vs apply_chat_template assistant mask generation." + "reason": "Different tokenizer regressions: generic version-drift tokenization vs Deepseek-specific incorrect outputs in v5." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "A missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "num_labels propagation in Qwen3.5 vs flash_attention_3 causing degenerate training; different bugs." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different imports from different packages." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Empty multi-label classification results vs mm_token_type_ids defaulting to zeros are not the same underlying issue." + "reason": "Tensor parallel training bugs and multi-label classification empty outputs are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL-Moe generation bug vs position_ids buffer access error; different failures." + "reason": "Embedding dtype drift between train/eval is not the same as incorrect pipeline-parallel LLM output." }, { - "left": "issue:43408", - "right": "issue:43475", + "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." + }, + { + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "SAM3 model-type warning and missing fpn_position_embeddings are related by family, but not the same concrete bug or fix." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model bugs." } ] }, @@ -14230,7 +14278,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 46, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -14240,65 +14288,54 @@ "nodes": [ "issue:22355", "issue:29127", - "issue:29159", - "issue:36296", + "issue:33453", "issue:38617", - "issue:42175", + "issue:39401", "issue:42222", "issue:42371", "issue:42673", - "issue:42757", - "issue:42907", + "issue:42796", + "issue:43064", "issue:43066", "issue:43116", - "issue:43122", - "issue:43278", "issue:43441", - "issue:43452", "issue:43493", "issue:43611", - "issue:43824", + "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:44222", - "issue:44351", + "issue:44291", "issue:44355", + "issue:44380", "issue:44485", "issue:44625", "issue:44704", "issue:44779", "issue:44936", - "issue:44938", - "issue:44945", + "issue:45071", "issue:45072", - "issue:45216", + "issue:45083", "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45753", + "issue:45563", + "issue:45588", "issue:46002", + "issue:46077", "issue:46231", "issue:46328" ], "soft_pairs": [ - "issue:42907|issue:43452", - "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:43493|issue:45753", "issue:22355|issue:29127", "issue:44188|issue:46328", "issue:43937|issue:44485", @@ -14316,300 +14353,301 @@ "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:42222|issue:43441", - "issue:43116|issue:43825" + "issue:43116|issue:43825", + "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:44117|issue:45588", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:39401|issue:44779", + "issue:42673|issue:43906" ], - "prepared_review_unit_hash": "3004ce0dbef9f429b44bf859bff8e2a5be75353cf12d3f552d15a2ec63d4ae72", + "prepared_review_unit_hash": "6c06a2547cf2c477cc7e0469b4d98bc13d247bb06b9eb6d8816a90bcb1b360d0", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35872, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 30, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous. A few issues share high-level themes like import failures, tokenization regressions, or Qwen3.5 model regressions, but none are safe duplicate matches under strict triage. If forced to pick an anchor, issue 45278 is the broadest umbrella for import-regression reports.", - "confidence": 0.84, - "canonical_issue_reason": "issue 45278 is the best umbrella anchor because it describes a broad post-upgrade import-failure regression and can plausibly subsume related import-error reports better than the more narrow model-specific tickets.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue 45278 is the most generally representative issue in this set; it is broad enough to serve as a triage hub, even though the overall cluster is not a true duplicate group.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Different failure modes: saving dequantized models vs.from_pretrained/gguf loading." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is a general 5.0 regression and the other is FP8 save_pretrained; different code paths." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Related to Qwen3.5 save/load, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both concern tokenizer behavior changes, but they refer to different models and different regressions." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "No module import failure for transformers.onnx is unrelated to slow vs fast tokenizer inconsistency." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Same broad import-error theme, but different missing symbols from different packages." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor-parallel training bug and empty multi-label classification results are different problems." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Different regressions: dtype drift in evaluation vs incorrect output under pipeline parallelism." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Backend packaging issue vs Python 3.14 load failure; not the same bug." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Distinct model-specific regressions affecting different behaviors and likely different code paths." - }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Transformers.onnx import failure is unrelated to LayoutLMv3 box-validation messaging." + "reason": "Unrelated topics: missing transformers.onnx module vs LayoutLMv3 validation message clarity." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to pad performance regression." + "reason": "Different bugs in different code paths: torch.compile attention branching vs SequenceFeatureExtractor.pad performance." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-5-related, but one is GenerationConfig validation and the other is RoPE implementation." + "reason": "Both involve GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; not the same bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is one specific missing import; insufficient evidence they are the same concrete bug." + "reason": "45278 is a broad import-regression report, but 38617 is a specific missing symbol import error; too coarse to merge." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization drift are different tokenizer regressions." + "reason": "Both are tokenizer regressions, but they concern different tokenizer failures and different models." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch CI issue are unrelated." + "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatches in inference." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different from_pretrained plumbing issues: missing weights vs kwargs not passed to cached_file." + "reason": "Different loading paths and symptoms: UMT5Encoder weight loading vs AutoProcessor kwargs forwarding." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings API change is unrelated to a missing image-patch method in GLM46V." + "reason": "TF32 API migration complaint vs missing multimodal image-patch method; unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading breakage and NaNs at init/checkout are different classes of failure." + "reason": "Model loading with base_model_prefix vs NaNs in classification heads are different failure modes." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different subsystems." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python load errors and a documentation parameter-name mismatch are not the same issue." + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/MoE, but they describe different API paths and symptoms." + "reason": "Both mention Qwen3/Moe, but one is a broad v5 compatibility issue and the other is a specific from_pretrained failure." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different defects." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support failure and PyTorch version gate for AuxRequest are unrelated." + "reason": "Python version compatibility break vs incorrect PyTorch version check in flex_attention are distinct issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failing after train() are different training-stack bugs." + "reason": "Optimizer SGD args ignored vs trainer.evaluate() failing after train() are separate training bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is save_pretrained visual-key corruption and the other is a from_pretrained error." + "reason": "Both are Qwen3.5-related, but save_pretrained key corruption and from_pretrained loading failure are different problems." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Compiled-file loading errors are unrelated to a docs bug about set_training() parameters." + "reason": "One is an example-script multi-label bug; the other is a pipeline translation-task error message regression." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Multi-label classification empty output is unrelated to pipeline() translation-task messaging." - } - ] - }, - "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": 55, - "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:41628", - "issue:42222", - "issue:42371", - "issue:42490", - "issue:42617", - "issue:42673", - "issue:42796", - "issue:43064", - "issue:43122", - "issue:43408", + "reason": "Different areas: qwen3_omni_moe feature-length helper vs flex_attention import version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in model threading is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state bug vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation vs stale warning text are not the same underlying 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." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation about removed pipeline() calls is unrelated to a flex_attention import/version check bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but GPT-2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and sequence-feature padding inefficiency are not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Model init_empty_weights argument error and PretrainedConfig type-checking breakage are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers, but they are model-specific correctness bugs with different symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "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." + } + ] + }, + "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:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", "issue:43450", - "issue:43673", "issue:43742", - "issue:43827", - "issue:43906", "issue:43937", "issue:43986", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", - "issue:44291", - "issue:44380", "issue:44410", "issue:44466", - "issue:44779", + "issue:44484", + "issue:44496", "issue:44829", + "issue:44877", + "issue:44933", "issue:44977", "issue:45071", "issue:45081", - "issue:45083", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", "issue:45362", "issue:45405", "issue:45446", + "issue:45478", + "issue:45542", "issue:45561", - "issue:45563", - "issue:45588", + "issue:45656", "issue:46002", - "issue:46077", "issue:46178", + "issue:46209", + "issue:46231", "issue:46298", "issue:46328", "issue:46512" ], "soft_pairs": [ - "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:43673|issue:46328", - "issue:42673|issue:43906", - "issue:44291|issue:45071", - "issue:39401|issue:44779", "issue:44466|issue:46002", "issue:43937|issue:44977", "issue:43450|issue:43986", @@ -14619,218 +14657,229 @@ "issue:38617|issue:41628", "issue:45341|issue:45561", "issue:44829|issue:45216", - "issue:44117|issue:45081", "issue:45071|issue:46512", + "issue:44117|issue:45081", "issue:42222|issue:46178", - "issue:43122|issue:46298", "issue:43408|issue:43742", + "issue:43122|issue:46298", "issue:42617|issue:45341", "issue:42371|issue:44261", "issue:45362|issue:46328", - "issue:42490|issue:42673" + "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" ], - "prepared_review_unit_hash": "35960bc6f31cab6c44437f9ee52f21720f84cbb4e037bec87adfbe24d9ec3a66", + "prepared_review_unit_hash": "5b7679d0346e9853aa037c7e9c4c2f8dc5983e88159736a336e8b694d898fe79", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36085, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, generation-, or testing/infrastructure-specific regressions. I did not find any soft edge pair that looks like the same underlying bug/change.", - "confidence": 0.61, - "canonical_issue_reason": "No clear canonical duplicate: the issues span many distinct code paths and product areas rather than one shared root cause.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the broadest, clearest regression report here (tokenization changed from 4.57.3 to 5.0) and is the best representative of the recurring tokenizer-regression theme.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Different subsystems and failures: qwen3_omni_moe feature-length helper vs flex_attention version gating." + "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." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "One is a VRAM leak in Qwen3ForCausalLM threading; the other is a tokenizer BPE-marker bug in Ministral." + "reason": "Both mention generation problems, but they involve different models and distinct symptoms: invalid GenerationConfig vs flash-attention behavior." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Different code paths: trainer/FSDP2 optimizer-state mismatch vs generation cache missing in chunked_prefill." + "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." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Both mention generation, but one is invalid GenerationConfig loading and the other is a stale warning in paged generate()." + "reason": "These are unrelated dependency/version issues in different subsystems: PEFT minimum version vs PyTorch version gating for flex_attention." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping for Qwen3." + "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:44380", - "right": "issue:46077", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Attention-related, but different models and bugs: GPT2 backend scaling vs Gemma4 bidirectional mask construction." + "reason": "A testing-utils bug and a SequenceFeatureExtractor performance issue are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Documentation cleanup for removed pipeline() APIs is unrelated to a PyTorch version check bug." + "reason": "Both are import errors, but for different missing symbols and different APIs; too broad to treat as one duplicate." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Unrelated failures: tokenizer mapping None handling vs flash_attention crash on sink-less models." + "reason": "These are separate testing-utils problems: a minor bug vs a pytest-xdist race on a file." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Generation cache bug and feature-extractor padding performance bug are unrelated." + "reason": "Training degeneration with flash_attention_3 is unrelated to a save_pretrained checkpoint serialization regression." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "43906 is only an isolated reproduction reference; no evidence it is the same VRAM leak as 42673." + "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." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different breakages: init_empty_weights argument handling vs PretrainedConfig type-checking in v5.4.0." + "reason": "Both affect tokenizer loading, but one is a mapping returning None and the other is a Mistral regex patch crash; different code paths." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and symptoms (offset mapping vs general tokenization output)." + "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Serialization of lm_head.weight is unrelated to NaNs in classification heads after checkout/init." + "reason": "Different model-loading problems: a wrong model-type warning versus a key error for a specific model." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Different generation issues: invalid GenerationConfig vs flash-attention malfunction for Qwen3.5." + "reason": "A tokenizer regression and a noisy logging message are not the same bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Video-related but distinct: batched output shape bug vs missing torchvision crash in AutoProcessor." + "reason": "A 3d_parallel execution failure and a testing-utils bug are unrelated." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "A dependency version bump problem is unrelated to an auxiliary-request import version check." + "reason": "TF32 API guidance and a missing rms_norm_eps precision issue are different concerns." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Different Qwen model-family bugs: missing projections in qwen3next vs from_pretrained failure for Qwen3.5 MoE." + "reason": "A chat-generation crash and a SequenceFeatureExtractor padding inefficiency are unrelated." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Different issues: a testing_utils bug vs a feature-extractor padding performance regression." + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not duplicates." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + "reason": "A trailing-slash import warning and a VRAM leak under multithreaded dataloading are distinct bugs." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Shared file path is not enough; one is a generic testing_utils bug, the other is an xdist race on captured_info.txt." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Different bugs: flash_attention_3 training degeneration vs incorrect save_pretrained checkpoint contents." + "reason": "Tokenizer offset mapping and FP8/B200 inference failure are unrelated." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both hit tokenizer loading, but one is a mapping lookup bug and the other is a Mistral regex patch crash." + "reason": "An import error from configuration_utils and a feature-extraction helper issue are not the same underlying bug." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Type-checking breakage in v5.4.0 is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "GenerationConfig validation for GLM-5 and an unrecognized-model/config.json issue are different failure modes." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Different areas entirely: vitpose model breakage vs backend registration error for tensorflow_text." + "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." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Versioned tokenization regression is unrelated to a noisy logging message." + "reason": "TF32 API warning and FineGrainedFP8 accuracy loss are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a MobileLLM loading key error." + "reason": "Different Qwen3.5/Qwen3next load failures with different symptoms and code paths." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "TF32 API guidance and an MLA rms_norm_eps precision issue are not the same bug." + "reason": "Both involve optimizers, but one is SGD args ignored and the other is double optimizer.step with deepspeed; not the same bug." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Qwen3.5 chat crash and feature-extractor padding slowdown are unrelated." + "reason": "VitPose breakage and TensorBoard/TensorFlow backend confusion are unrelated." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Path-with-slash import warning is unrelated to the Qwen3ForCausalLM VRAM leak." + "reason": "Both are tokenizer v5 regressions, but one is decoder-type selection and the other is different tokenization output; too different to merge." } ] }, @@ -14846,7 +14895,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 48, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -14856,300 +14905,328 @@ "nodes": [ "issue:27957", "issue:38617", - "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", - "issue:42831", + "issue:42757", "issue:43012", - "issue:43066", + "issue:43064", "issue:43097", - "issue:43122", "issue:43352", "issue:43441", "issue:43452", + "issue:43531", "issue:43577", "issue:43673", "issue:43874", "issue:43931", - "issue:43937", "issue:43986", "issue:44038", - "issue:44075", - "issue:44220", + "issue:44117", "issue:44261", "issue:44263", + "issue:44315", "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44496", "issue:44829", - "issue:44877", "issue:44933", + "issue:44987", "issue:45003", "issue:45071", - "issue:45278", - "issue:45310", "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45656", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", "issue:46172", - "issue:46209", - "issue:46231" + "issue:46231", + "issue:46369" ], "soft_pairs": [ - "issue:44877|issue:46231", - "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:42222|issue:45542", - "issue:44075|issue:45656", - "issue:43066|issue:43122", "issue:42175|issue:42222", "issue:43874|issue:44261", - "issue:44263|issue:44485", "issue:43097|issue:44493", + "issue:44263|issue:44485", "issue:43673|issue:45341", "issue:43012|issue:43577", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:27957|issue:43352", "issue:44483|issue:45464", - "issue:44484|issue:45478", "issue:43931|issue:44410", + "issue:27957|issue:43352", "issue:44263|issue:46172", + "issue:44484|issue:45478", "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:43986|issue:45341", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44261|issue:44485", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410" ], - "prepared_review_unit_hash": "035ae003ff72d14a837e1a11e27540011ab63ee23ec4ea56ac04d60a9c1f9fa5", + "prepared_review_unit_hash": "e47f39547fed7181b3d3c3527833ccd84dd91862298402e4b2b4c7b152cb2161", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 35, + "serialized_chars": 37973, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose semantic cluster of Transformers regressions, but the pairs are not strong enough to treat as duplicates. The closest subgroup is import/config breakage in v5/v5.5, with 45278 being the broadest representative issue.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the most representative single issue in this set: it captures a broad, user-visible regression pattern (many import errors after upgrading) that best anchors the loose import/config breakage subgroup.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "It is the best overall issue to keep as the cluster anchor because it is broader than the more specific model- or feature-level reports and most closely matches the recurring upgrade/regression theme.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Strict config-loading regression vs a documentation parameter typo; unrelated symptoms and fixes." + "reason": "Package/backend installation mismatch and broken vitpose models are unrelated bugs." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Max shard-size behavior question vs Qwen3.5 MoE from_pretrained failure; different code paths." + "reason": "Different root causes: missing image-processor method vs missing config.rms_norm_eps in MLA." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; unrelated models and subsystems." + "reason": "One is a removed tie-embeddings API regression; the other is an unexpected position-id key issue." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "ImportError for a missing symbol vs audio feature-extraction issue; not the same bug." + "reason": "Both touch GLM, but they describe different code-path bugs (DSA indexing vs RoPE implementation)." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both involve model/config loading, but one is invalid GenerationConfig and the other is an unrecognized model/config.json issue." + "reason": "A generation cache regression is not the same as a testing utility bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A specific missing import from image_utils is not clearly the same underlying bug as a broad \"many import errors\" report." + "reason": "A precision warning on bf16 compilation is different from Blip2 dtype fields staying float32." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failures." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "TF32 API usage complaint vs FineGrainedFP8 accuracy regression; different topics." + "reason": "Flash Attention 2 support complaints for different models are not the same concrete fix." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error; different model bugs." + "reason": "Different model families and different tensor-shape/dtype operations; not the same bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Broken vitpose models vs missing TensorFlow backend when only tensorboard is installed; unrelated." + "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE loading error." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "SGD args ignored vs optimizer.step called twice under deepspeed; different optimizer bugs." + "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 dtype/transpose issue." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Tokenizer decoder-type regression vs changed tokenization output; related area but not the same concrete failure." + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different problems." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Package/backend install issue vs vitpose model breakage; no shared underlying bug." + "reason": "A specific checkpoint shape mismatch is not the same as a broader Qwen3-VL-Moe v5 compatibility bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Missing image patch helper vs missing rms_norm_eps in MLA; separate model implementation issues." + "reason": "Removed tie_embeddings behavior and gguf_file loading breakage do not share the same code path." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "DsaIndexer torch.split return-value issue vs GLM-5 RoPE implementation bug; different code paths." + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Removed tie_embeddings API vs unexpected position-id key warnings; different regressions." + "reason": "AutoProcessor crashing without torchvision and a testing utility issue are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Generation cache missing in chunked prefill vs a testing_utils bug; unrelated." + "reason": "These are distinct GLM-family bugs in different components." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Warning during bfloat16 compilation vs Blip2 dtype not propagating to submodules; related dtype theme but not the same bug." + "reason": "A missing import from image_utils is unrelated to a documentation parameter-name typo." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Missing AutoImageProcessor import vs PreTrainedConfig type-checking regression; unrelated." + "reason": "An image-specific infinite loop and a memory overflow in sam3-litetext are different failure modes." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Config type-checking breakage vs undefined tf backend error; different failure modes." + "reason": "The precision discrepancy and the RoPE implementation issue are not the same root cause." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Both mention Flash Attention 2 support, but they concern different models and likely separate implementations." + "reason": "Cache handling in chunked prefill and partial-batch pipeline bookkeeping are different bugs." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Chat/completions request rejection vs streaming inference failure; same API family, but not a single concrete bug." + "reason": "A tokenizer-mapping None assumption and a model loading failure are too vague to treat as the same bug." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different issues: one is save_pretrained shard-size behavior, the other is Qwen3.5 MoE loading failure." + "reason": "A video-model AutoProcessor crash is unrelated to save_pretrained shard sizing." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3Next missing projections; different model families and defects." + "reason": "A Qwen3-MoE sliding_window bug has nothing to do with testing utilities." }, { - "left": "issue:44263", + "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DSA indexer split semantics vs DeepSeek-V4 transpose/dtype issue; unrelated." + "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 transpose/cast issue." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Missing ReLU in DSA indexer vs DeepSeek-V4 tensor conversion/transposition bug; different changes." + "reason": "Missing torchvision and a mistral_common ReasoningEffort import error are different dependency problems." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "FlashAttention failure in Ministral-3 vs degenerate training with flash_attention_3; same broad feature, different concrete problems." + "reason": "Both are import errors, but they affect different symbols, packages, and fixes." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Different Qwen3-VL issues with distinct symptoms: weight shapes mismatch vs MoE model bug." + "reason": "Wrong optimizer states under FSDP2/PEFT is unrelated to Liger Kernel application timing." }, { "left": "issue:43097", - "right": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "API removal/change vs gguf_file loading breakage; not the same code path." + "reason": "A removed tie_embeddings API and an s_aux=None flash_attention crash are not the same code-path problem." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "AutoProcessor/torchvision dependency crash vs a testing utility bug; unrelated." + "reason": "A v5 API removal and a quantization save/load regression are unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs a testing utility bug; unrelated." + "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model-definition bugs." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Image processor helper missing vs GLM-MoE split-return issue; different components." + "reason": "A Qwen3-VL-Moe v5 bug and qwen3next projection loss are different issues, even if both are Qwen3-family." } ] }, @@ -15165,7 +15242,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 49, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -15173,74 +15250,59 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ + "issue:36683", "issue:38617", - "issue:42757", + "issue:42175", + "issue:42490", "issue:42890", "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", + "issue:43352", "issue:43502", - "issue:43531", "issue:43550", - "issue:43673", + "issue:43582", + "issue:43825", "issue:43873", + "issue:43906", + "issue:43976", "issue:43986", "issue:43992", "issue:44016", - "issue:44038", "issue:44062", + "issue:44077", "issue:44117", - "issue:44261", - "issue:44315", + "issue:44162", + "issue:44222", "issue:44351", + "issue:44368", "issue:44380", - "issue:44410", "issue:44484", - "issue:44485", "issue:44655", + "issue:44683", "issue:44704", - "issue:44933", "issue:44936", "issue:44938", - "issue:44987", "issue:45103", - "issue:45341", - "issue:45372", - "issue:45375", - "issue:45440", - "issue:45588", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", "issue:45753", - "issue:46050", - "issue:46123", + "issue:46132", "issue:46172", "issue:46178", - "issue:46231", "issue:46298", "issue:46365", - "issue:46369", "issue:46421" ], "soft_pairs": [ - "issue:45753|issue:46369", - "issue:44933|issue:46231", - "issue:43673|issue:46123", - "issue:44261|issue:44485", - "issue:43986|issue:44484", - "issue:44117|issue:44987", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:43064|issue:44315", - "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:43097|issue:45588", - "issue:43097|issue:46050", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:43502|issue:43992", + "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:44936|issue:46365", @@ -15249,220 +15311,256 @@ "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43986|issue:44016", - "issue:42907|issue:44655", - "issue:43992|issue:44484", "issue:43208|issue:43550", + "issue:42907|issue:44655", "issue:43012|issue:43550", - "issue:42907|issue:45753" + "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:42490|issue:43012", + "issue:43012|issue:44683" ], - "prepared_review_unit_hash": "9e522707287745b720183f2638dd1bd528cbc1384aae766a416ee6053310724f", + "prepared_review_unit_hash": "6bf551d0f46296060425562fd4b0fb46a92c60ffbcf22251e745189f1a4a7adc", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36684, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "soft_pair_count": 34, + "serialized_chars": 37739, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are superficially related by broad themes (imports, loading, cache, quantization, model families), but each points to a different concrete failure mode or code path. I would not merge any of these pairs as duplicates, and there is no clear canonical issue in this heterogeneous set.", + "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": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both are model-runtime failures, but one is an infinite loop on a specific image and the other is a memory overflow on sam3-litetext; different symptoms and likely different code paths." + "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying bug." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "One is a missing import from image_utils; the other is a documentation/parameter-name mismatch. Not the same bug." + "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." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Cache-related generation issue vs pipeline partial-batch result dropping. Different components and failure modes." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "MLA RMS norm epsilon precision problem vs GLM-5 RoPE implementation discussion. Same general area only at a very broad level." + "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." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "AutoProcessor video-model import crash without torchvision vs save_pretrained shard-size default question. Unrelated bugs." + "reason": "Removal of a config field and quantization offloading problems are different issues." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Tokenizer mapping None handling vs a model-loading failure on physical-intelligence/fast. Similar surface area, different root cause." + "reason": "Trainer.evaluate failing after train is unrelated to failing to import Trainer because of datasets installation." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs a testing utility bug. Not the same underlying issue." + "reason": "AutoProcessor kwargs forwarding and an auto-docstring crash under future annotations are separate code paths." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Different DeepSeek model-family correctness issues: remote-implementation divergence vs a tensor dtype/transpose bug." + "reason": "Video model loading without torchvision and tokenizer mapping None are unrelated." }, { - "left": "issue:43064", - "right": "issue:44315", + "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." + }, + { + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT/cpu_ram_efficient_loading vs Liger Kernel not applied with model_init. Different training paths." + "reason": "Python 3.14 import failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:43986", - "right": "issue:45372", + "right": "issue:44016", "accept": false, - "reason": "Both affect processor/model loading, but one needs torchvision and the other fails on a missing mistral_common import. Distinct causes." + "reason": "A runtime import crash is unrelated to a notebook syntax error." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Both are import errors, but for different symbols from different modules; not the same missing export." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different models and different problems." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Tie-embeddings API removal vs flash_attention crash on s_aux=None. Separate regressions." + "reason": "Dequantized model save failures and saving Pipeline objects are different save_pretrained paths." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "API removal vs quantized save/load breakage. No shared code-path problem." + "reason": "A precision warning during compilation is not the same as a compile failure on Bamba with SDPA." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Different Qwen configuration/model bugs: missing projections vs missing config field." + "reason": "Missing embed_tokens.weight on load is unrelated to the default max_shard_size behavior when saving." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen variants, but one is a broad transformers/Qwen3-VL-MoE bug and the other is a specific missing-projection issue." + "reason": "A save/dequantization issue is unrelated to an infinite-generation loop on a specific image." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Integration-test flakiness from missing set_seed vs a noisy logging message. Not duplicates." + "reason": "An inaccurate pipeline error message and inability to save Pipeline objects are different issues." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Both are import-name failures, but they involve different public symbols and different dependency layers." + "reason": "A bfloat16 compile warning is unrelated to the tie_word_embeddings warning from LoRA fine-tuning." }, { - "left": "issue:43502", - "right": "issue:43992", + "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." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy classes leaking into dir(transformers) is unrelated to a logging message." + }, + { + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "local_files_only still making API calls vs missing embed_tokens.weight in UMT5Encoder loading. Different bugs." + "reason": "A removed config API and noisy logging are unrelated." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "AddedToken constructor argument conflict vs tokenizer-mapping None handling. Similar tokenizer area, but unrelated failures." + "reason": "Flash Attention 2 not supported for NemotronH is unrelated to GPT2 attention scaling being ignored." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Tie_embeddings removal and quantization offloading are separate features with separate failure modes." + "reason": "Model-specific FA2 support and a Python-version compatibility problem are different." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Evaluation-after-training failure vs importing Trainer blocked by datasets. Different lifecycle stages and causes." + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose issue are unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "AutoProcessor kwargs propagation bug vs auto_docstring crash under future annotations. Different subsystems." + "reason": "Whisper empty transcription failure is unrelated to importing Trainer." }, { - "left": "issue:43986", - "right": "issue:44016", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Processor loading crash vs notebook syntax error. Not the same issue." + "reason": "Attention scaling being ignored and AttentionInterface.register changing behavior are different attention bugs." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs chunked-prefill cache lazy initialization causing recompilation. Different mechanisms." + "reason": "A model post_init policy issue is unrelated to the Trainer import problem." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Python 3.14 import/load failure vs BACKENDS_MAPPING validation error for tensorflow_text. Unrelated." + "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." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Saving dequantized models vs saving Pipeline objects. Different save_pretrained code paths." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Missing encoder weights on load vs shard-size default behavior on save. Not duplicates." + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "xLSTM training blockers vs Bamba-9B-v2 torch.compile/SDPA failure. Different models and bugs." + "reason": "TensorFlow backend packaging and Trainer import failure are not the same underlying issue." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "PyTorch bfloat16 precision warning vs compile-time SDPA failure. No shared root cause." + "reason": "A path-ending-slash import warning is unrelated to a bfloat16 compile warning." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Quantized save/load failure vs image-specific infinite loop. Completely different problems." + "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." } ] }, @@ -15478,7 +15576,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 50, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -15486,80 +15584,62 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ + "issue:36010", "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", "issue:42757", + "issue:42898", "issue:42994", - "issue:43012", "issue:43064", "issue:43066", - "issue:43097", "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43526", - "issue:43582", + "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43825", "issue:43867", - "issue:43906", + "issue:43901", + "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", - "issue:44162", - "issue:44222", "issue:44230", - "issue:44368", "issue:44380", "issue:44483", "issue:44485", + "issue:44492", "issue:44514", + "issue:44625", "issue:44655", - "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", "issue:45290", - "issue:45478", - "issue:45479", - "issue:45584", + "issue:45310", + "issue:45593", "issue:45600", "issue:45698", - "issue:45712", - "issue:46132", + "issue:46077", + "issue:46082", "issue:46172", "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:43012|issue:44368", - "issue:43825|issue:44655", - "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:44380|issue:45479", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:43064|issue:44380", - "issue:42175|issue:46365", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:43208|issue:43526", "issue:38617|issue:43502", - "issue:45698|issue:46172", "issue:44483|issue:44514", "issue:45600|issue:46298", + "issue:45698|issue:46172", "issue:44038|issue:44230", "issue:43618|issue:44380", "issue:43618|issue:43761", @@ -15567,228 +15647,246 @@ "issue:42994|issue:44655", "issue:44483|issue:45290", "issue:36683|issue:43475", - "issue:43756|issue:44485" + "issue:43756|issue:44485", + "issue:44625|issue:46365", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "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:43064|issue:44492" ], - "prepared_review_unit_hash": "8fed415b2ae35c992507d2e6c89eb7dd1d529d56df608ab9d927a57e2712fef4", + "prepared_review_unit_hash": "4856dc1161b8102fc5865649b697ec370a3857fdd0dafa02326a0fc139c00d91", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37061, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set spans many unrelated regressions across model loading, generation, packaging, attention backends, and serialization. None of the soft pairs looks like the same concrete bug/change closely enough to merge as duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45698 is the strongest representative because it describes a concrete, reproducible save/load bug in a core path, is still open, and has the most discussion/activity among the candidates.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best standalone issue to keep as the cluster representative: it is specific, actionable, and broad enough to subsume nearby custom-module serialization failures.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Both mention warnings, but they are different warnings in different code paths: bfloat16 compilation vs tie_word_embeddings guidance during LoRA fine-tuning." + "reason": "Both are import errors, but for different missing symbols/modules and likely different fixes." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "One is about pipeline task support/error messaging, the other about saving Pipeline objects; related subsystem, but different underlying bugs." + "reason": "Unrelated bugs: xLSTM training failures versus BeitImageProcessorFast label reduction." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "The first is a tokenizer decoder-type regression; the second is only an isolated reproduction reference and does not clearly identify the same bug." + "reason": "Different failure modes: missing internal import versus unintended network access with local_files_only." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Dummy PT classes leaking into dir()/check_repo and a noisy logging message are unrelated maintenance issues." + "reason": "Both involve chat/completions flow, but one is request acceptance and the other is batched chat template crashing." }, { - "left": "issue:43097", + "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated changes." + "reason": "Completely unrelated: broken auto-mapping references versus a noisy log message." }, { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Both involve attention backends, but one is a model-level FlashAttention 2 support error and the other is GPT-2 scaling being ignored; not the same bug." - }, - { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Nemotron FlashAttention support and a Python-version incompatibility are different failures with different causes." + "reason": "Different code paths and symptoms: wrong custom module loading versus a DeepSeek-V4 tensor operation bug." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are distinct model-specific bugs." + "reason": "Same model family, but one is a loading/regression report and the other is fp8 inference support; not the same bug." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Whisper empty transcription handling and Trainer import failure due to datasets are unrelated." + "reason": "Both touch attention behavior, but one is CLIP output fields and the other is GPT-2 attention scaling under specific backends." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "The first is about GPT2 attention scaling being ignored, while the second is about AttentionInterface.register changing function behavior; not the same defect." + "reason": "Both are CLIPVisionModel regressions, but attentions missing and hidden_states missing are distinct output-path bugs." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "A patchtsmixer post_init validation issue is unrelated to a Trainer import conflict." + "reason": "Both are model-loading errors, but they appear to stem from different mechanisms and affected models." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Attention backend scaling ignored and degenerate zero-loss sequence classification are different model behaviors." + "reason": "Both are save-related, but quantized model saving and Pipeline.save_pretrained are different failure cases." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Both mention MoE/FP8/Qwen3.5, but one is about save_pretrained and the other about from_pretrained loading; not enough to be the same concrete bug." + "reason": "Both involve chat/template usage, but one is API request rejection and the other is assistant tool-call serialization crash." }, { "left": "issue:36683", - "right": "issue:43582", + "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Different models and different missing attributes; no shared underlying bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are different code paths." + "reason": "Both mention model internals, but RoPE layer dropping and GLM-5 RoPE implementation are not the same concrete issue." }, { - "left": "issue:42175", + "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "One is backend selection after installing extras, the other is a Trainer import conflict with datasets; different packaging issues." + "reason": "Different area entirely: Qwen3.5 config propagation versus importing Trainer conflicting with datasets." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Local-path import warning and bfloat16 compile precision warning do not share the same bug." + "reason": "Unrelated v5 behavior changes: tokenization cleanup semantics versus tokenizer decoder type." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." + "reason": "Both are import errors, but they refer to different removed/relocated symbols and different modules." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "A PyTorch precision warning and a compiled flex_attention failure on torch>=2.9 are different regressions." + "reason": "Both are Gemma4 issues, but resize_token_embeddings and attention-mask construction are separate bugs." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and likely different version mismatches." + "reason": "Different subsystems: Flash Attention support versus GenerationConfig validation." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Missing layer_type_validation import and local_files_only still making API requests are unrelated failures." + "reason": "Both relate to saving/loading, but base_model_prefix loading regression and Pipeline.save_pretrained are different problems." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Wrong custom module after save_pretrained and a dtype/transpose bug in deepseek-v4 are different underlying issues." + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline.save_pretrained failure." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "A /v1/chat/completions API acceptance problem and a batched apply_chat_template crash are different layers of the stack." + "reason": "Different model bugs: Gemma3Config vocab_size missing versus patchtsmixer post_init validation." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Broken auto_mappings references and a noisy logging message are unrelated." + "reason": "Both are loading/saving regressions, but they affect different versions, models, and symptoms." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Both involve Qwen3-VL-Moe, but one is a general loading bug and the other is FP8 inference support; not the same change." + "reason": "Both mention Python version compatibility, but they target different version boundaries and failure causes." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "CLIP attentions missing and GPT2 attention scaling ignored are different model regressions." + "reason": "Distinct model problems: Flash Attention support versus D-FINE auxiliary-loss handling." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both are CLIP regressions, but one affects attentions on CLIPOutput while the other drops hidden_states on CLIPVisionModel; not clearly the same bug." + "reason": "Different Gemma4/Qwen3.5 bugs with no shared code-path." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Qwen3VL-Moe loading regression and a sorted-state_dict load error are not the same defect." + "reason": "Both are Llama/Gemma config issues, but bidirectional attention masking and explicit head_dim validation are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different serialization paths." + "reason": "Different config attributes on different models; no common underlying defect." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Both are chat-related, but one is API request acceptance and the other is tool-call message handling in apply_chat_template." + "reason": "One is a CLIP output regression, the other is a Qwen3.5 save_pretrained checkpoint bug." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:44625", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are different attribute errors in different models." + "reason": "Different config propagation bugs in different model families." }, { - "left": "issue:43756", - "right": "issue:44485", + "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." + }, + { + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are related only at a very broad topic level, not the same concrete bug." + "reason": "Training-state corruption and a typo in cache strategy naming are unrelated." } ] }, @@ -15804,7 +15902,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 51, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -15814,345 +15912,306 @@ "nodes": [ "issue:28282", "issue:33453", - "issue:36010", "issue:36296", "issue:36683", "issue:41669", - "issue:42757", "issue:42890", - "issue:42898", "issue:43010", "issue:43064", - "issue:43066", - "issue:43352", - "issue:43525", + "issue:43065", + "issue:43502", "issue:43575", - "issue:43611", + "issue:43576", "issue:43618", + "issue:43723", "issue:43867", - "issue:43937", "issue:43976", "issue:43992", + "issue:44062", "issue:44075", "issue:44077", + "issue:44112", + "issue:44222", "issue:44246", "issue:44355", - "issue:44492", - "issue:44625", - "issue:44655", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", "issue:44855", "issue:44857", "issue:44938", + "issue:44964", "issue:45071", - "issue:45216", - "issue:45276", + "issue:45125", "issue:45278", - "issue:45310", "issue:45357", "issue:45375", + "issue:45440", "issue:45478", "issue:45561", - "issue:45593", + "issue:45600", "issue:45850", - "issue:46050", - "issue:46077", - "issue:46082", + "issue:46132", "issue:46202", "issue:46285", "issue:46365" ], "soft_pairs": [ - "issue:44625|issue:46365", - "issue:42898|issue:43066", - "issue:45276|issue:46077", - "issue:36010|issue:42757", - "issue:43352|issue:43937", - "issue:43611|issue:44655", - "issue:44655|issue:46050", - "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:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44355|issue:44855", "issue:43867|issue:45375", - "issue:43867|issue:46202", "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:43992|issue:45478", "issue:36296|issue:43575", - "issue:43618|issue:44077", "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:43618|issue:44857" + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "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" ], - "prepared_review_unit_hash": "4d202e58ff1d8ef6cd37920d3f039ad89e559f81a71ff69bfdf5ed8e5c54272b", + "prepared_review_unit_hash": "da7e6e48acc689602ed6fd283160582115f2722b6928f155b479fa6a00ff42d8", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38018, - "estimated_input_tokens": 9505, - "estimated_eval_tokens": 19266 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of Transformers regression issues (imports, save/load, model configs, training, and tests). The only strong duplicate-like pair is the import-time slowdown reports.", - "confidence": 0.78, - "canonical_issue_reason": "issue:41669 is the clearest representative: it gives a concrete import-performance regression with a likely root cause (eager `import *` in models) and a measurable impact.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best global issue candidate because it is specific, actionable, and directly matches the shared import-slowdown theme better than the broader symptom-only report.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Different failures: Qwen3.5 `num_labels` propagation vs `Trainer` import being affected by `datasets`." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "Both concern tokenization/decoder behavior, but they describe different regressions and different code paths." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Same model family (Gemma4) but unrelated bugs: embedding resize propagation vs attention-mask construction." - }, - { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependencies; no same underlying bug is evident." + "reason": "`update(...)/@torch.no_grad` cache behavior is a different code-path from broad import errors after upgrade." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Unrelated model-specific errors: Flash Attention support gating vs invalid `GenerationConfig`." + "reason": "Optimizer SGD argument handling is unrelated to the `Trainer` import conflict with `datasets`." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "One is loading via `base_model_prefix`, the other is saving `Pipeline` objects; different serialization paths." + "reason": "Compiled Python-file import errors and a Python 3.13 `IndentationError` in `torch.jit.script` parsing are different failures." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both mention `save_pretrained`, but one is pipeline saving and the other is quantized model roundtrip; not the same bug." + "reason": "State-dict ordering/load error is unrelated to a missing config field being dropped by `@strict`." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Different models and failures: missing `vocab_size` in Gemma3Config vs `patchtsmixer` post-init policy." + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking breakage are different compatibility issues." }, { "left": "issue:43867", - "right": "issue:45216", + "right": "issue:46202", "accept": false, - "reason": "Both affect model loading/saving, but one is a generic sorted-state_dict load failure and the other is Qwen3.5 checkpoint regression." + "reason": "Model load failure from sorted state dicts is unrelated to Gemma pipeline roundtrip tokenization." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakages." + "reason": "Missing `vocab_size` on `Gemma3Config` and wrong optimizer states under FSDP2/PEFT are different bugs." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Flash Attention support gating and missing auxiliary losses are unrelated model-behavior issues." + "reason": "Seed-related flaky tests and xdist file-race corruption are separate CI problems." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Different Qwen3.5 vs Gemma4 bugs; no shared concrete code-path problem." + "reason": "A specific cache-update decorator bug is not the same as a vague report that v5 breaks many models." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Gemma4 attention-mask bug vs LlamaConfig validation bug are separate configuration/runtime issues." + "reason": "`import *` slowdown and intermittent `import transformers` slowness are related only at a very broad performance level, not the same underlying bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different missing-config-attribute failures in different models (`vocab_size` vs `pad_token_id`)." + "reason": "Sorted state-dict loading and incorrect visual-encoder keys during `save_pretrained` are opposite-side serialization issues." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "CLIP output field removal and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Tensor-parallel training bug and TP-related OOM when loading Qwen2-57B are not the same concrete failure." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Different missing-attribute / propagation bugs in different model configs." + "reason": "Cache update decoration and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both involve Qwen3.5-related loading, but one is missing weights and the other is a from_pretrained error; too little evidence they are the same bug." - }, - { - "left": "issue:43064", - "right": "issue:44492", + "right": "issue:45478", "accept": false, - "reason": "Distributed training optimizer-state bug vs a typo in cache strategies; unrelated." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` failure involve different models and symptoms." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Decorator semantics for cache updates vs broad import-error regressions; not the same underlying issue." + "reason": "Missing CLIP attentions assignment is unrelated to `patchtsmixer`'s `post_init` validation." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Optimizer argument handling and an import failure tied to `datasets` are unrelated." + "reason": "Missing PyTorch during `AutoModel` import and tokenizer-loading regression are different loading paths." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Both are import-time failures, but one is about compiled Python files and the other is a TorchScript parse/indentation issue." + "reason": "CLIP attentions regression is not the same as the CLIP text-model structure mismatch." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Generic load-model-state_dict issue vs a missing Qwen3_5MoeVisionConfig field; not a duplicate." + "reason": "A CLIP output-field regression and an AMP/CUDA loss crash are unrelated." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Both are model roundtrip/load failures, but they concern different models and different failure modes." + "reason": "A missing ReLU in DSA indexer discussion is not the same as DeepSeekV3MoE implementation divergence." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different compatibility problems." + "reason": "Seed flakiness in tests is unrelated to a model-load regression for Phi-4 multimodal." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Config attribute bug vs distributed training optimizer-state corruption; unrelated." + "reason": "`local_files_only=True` still hitting the API and `AddedToken(..., special=...)` argument duplication are different tokenizer/loading bugs." }, { "left": "issue:42890", - "right": "issue:45561", + "right": "issue:44112", "accept": false, - "reason": "Missing `set_seed()` in tests and xdist file-race in captured_info are different test-infrastructure issues." + "reason": "Seed-related test flakiness and a stale GraniteSpeech device override test failure are distinct CI issues." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Specific cache-update decorator change vs a broad report that v5 breaks too many models; not the same bug." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown/regression in `transformers` import, with 41669 giving the concrete likely cause (`import *` in models)." + "reason": "Lack of `set_seed()` and stale `auto_mappings.py` references are unrelated causes of test failure." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Generic load failure vs Qwen3.5 visual-encoder key regression; distinct serialization bugs." + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility after upgrade are different regressions." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Both reference Qwen3.5-ish loading problems, but one is missing embed weights and the other is a `from_pretrained` error; not enough to treat as the same bug." + "reason": "Tokenizer loading in v5 and reloading older checkpoints after upgrade are not the same bug." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Tensor-parallel training bug vs TP OOM on Qwen2-57B; different symptoms and likely different causes." + "reason": "FP8 `save_pretrained` for MoE models and missing `_tp_plan` for tensor parallelism are separate model-infra problems." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "CLIP output field regression and `patchtsmixer` post_init policy are unrelated." + "reason": "Cache update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Cache update no-grad semantics and Python-version support are unrelated." + "reason": "A broken `transformers env` CLI command and changed behavior in `AttentionInterface.register` are different surfaces." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel vs tokenizer-loading regression; different layers and failures." + "reason": "Offline-loading API calls and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "CLIP attentions regression vs CLIP text-model structural inconsistency; related area, but not the same concrete bug." + "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." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "CLIP attentions missing and an AMP/CUDA loss crash are unrelated." + "reason": "Compiled-file import errors and a slowdown in data filtering after upgrade are unrelated regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall and conservative. The canonical/best choice around 41669 vs 44246 is well supported by the packet: both are import-time slowdown regressions, with 41669 providing the concrete cause. The other soft-edge rejections mostly stay within the evidence and do not overclaim duplication." - }, - "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 }, @@ -16161,7 +16220,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 52, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -16177,68 +16236,55 @@ "issue:34689", "issue:36296", "issue:38617", + "issue:41628", "issue:42548", "issue:42757", "issue:42831", - "issue:42890", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43502", + "issue:43526", "issue:43576", - "issue:43723", + "issue:43673", "issue:43824", "issue:43827", "issue:43874", - "issue:44062", - "issue:44112", + "issue:43901", "issue:44222", "issue:44230", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", + "issue:44492", "issue:44556", + "issue:44623", "issue:44655", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", + "issue:45230", + "issue:45362", "issue:45375", - "issue:45440", "issue:45468", - "issue:45478", - "issue:45600", - "issue:46132" + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" ], "soft_pairs": [ - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:43502|issue:44062", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:44387|issue:44556", - "issue:44222|issue:45125", - "issue:43723|issue:44556", - "issue:43010|issue:43065", - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:45125|issue:45478", - "issue:44355|issue:44749", "issue:42548|issue:44351", "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43010|issue:43232", "issue:43502|issue:44222", - "issue:30990|issue:31795", - "issue:43502|issue:44961", "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30990|issue:31795", "issue:43299|issue:44556", "issue:43827|issue:44961", "issue:30333|issue:36296", @@ -16255,258 +16301,236 @@ "issue:44485|issue:44961", "issue:43576|issue:44938", "issue:44908|issue:44961", - "issue:44222|issue:44230" + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "9a0e9bfae9427cd7e1fe3a1f31da0897fa70cc79d711f2731da8b8497c45cb88", + "prepared_review_unit_hash": "f037f55fd3ee13aa372b32d6099d4aa1bd29b5e83f67cf773bec390cf5b062e7", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 37943, - "estimated_input_tokens": 9486, - "estimated_eval_tokens": 19228 + "soft_pair_count": 33, + "serialized_chars": 36122, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers issues with a few loose v5/loading-regression similarities, but no pair is a safe duplicate match. I would not merge any of the soft edges.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44556 is the broadest representative of the loading/regression theme seen across the set, especially version-upgrade breakages; however, the overall cluster is still too mixed to treat as one true duplicate group.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best umbrella issue for the repeated v5 reload/loading-breakage reports, but it is not a strong canonical duplicate for the whole cluster.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "Different model families and bugs: DSA indexer ReLU vs DeepSeekV3 implementation divergence." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "CI test flakiness from missing set_seed is unrelated to Phi-4 multimodal loading failure." - }, - { - "left": "issue:43502", - "right": "issue:44062", - "accept": false, - "reason": "local_files_only network violation and AddedToken keyword collision are different code paths." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Different test failures in different models/subsystems." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "Seeded test instability vs stale auto_mappings reference; not the same bug." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Both are version-regression reports, but one is int4 OOM memory behavior and the other is checkpoint reload failure." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained bug and missing _tp_plan/tensor-parallel support are related only broadly, not the same defect." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading regression and general checkpoint reload regression are not the same concrete failure." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken env CLI and AttentionInterface.register behavior change are different features." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Network requests with local_files_only and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is tensor-parallel metadata and the other is a from_pretrained loading error; not enough to merge." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors and slowed filtering after upgrade are different issues." - }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "Both are import errors, but for different symbols and likely different fixes." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting and tokenizer loading are unrelated." + "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 config/model bugs: missing _tp_plan vs dropped config field." + "reason": "Both involve Qwen3_5Moe, but they describe different missing config fields and different breakages." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/layer no_grad change and generation kwargs sync bug are unrelated." + "reason": "Cache no-grad behavior and generation kwarg handling after sync_gpus are different code-path bugs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage and FP8 save_pretrained are different failures." + "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Loading hang and documentation confusion do not match." + "reason": "FP8 accuracy regression and missing image-processor method are different bugs." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access bug and unrelated issue title." + "reason": "API leakage and an unrelated/garbled issue title are not duplicates." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "FP8 accuracy issue and GLM46V patch-count AttributeError are different bugs." + "reason": "Loading hang and documentation confusion are not the same bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve loading regressions, but different model/version scenarios and likely different root causes." + "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." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated." + "reason": "Docs still referencing pipeline() and the unrelated title do not match." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor-parallel training bug are unrelated." + "reason": "MLflow job reporting and tensor-parallel training are different problems." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file load errors and PretrainedConfig type-checking regression are different." + "reason": "Compiled-file loading errors and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file errors and save_pretrained pipeline serialization are unrelated." + "reason": "Compiled Python file errors and save_pretrained pipeline persistence are different issues." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Different loading regressions affecting different components/models." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete bug." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support and tokenizer loading regression are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and tokenizer-loading regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Import error from huggingface_hub and env CLI breakage are different issues." + "reason": "Missing huggingface_hub import and broken v5 env command are different failures, even if dependencies overlap." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig typing regression are unrelated." + "reason": "CLI env command breakage and PretrainedConfig type-checking are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel model_init behavior and DSA indexer ReLU are unrelated." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are different topics." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "env CLI bug and Qwen2.5-VL import error are different failure modes." + "reason": "Broken env CLI and missing Qwen2_5_VL import are different import/CLI issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation clarification and missing symbol import are unrelated." + "reason": "A docs wording issue and an ImportError from configuration_utils are not duplicates." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issues with no shared code path." + "reason": "Unrelated/garbled title versus Gemma-4 audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and unrelated placeholder title." + "reason": "GLM-5 RoPE implementation and an unrelated/garbled issue title do not match." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated title." + "reason": "Scheduler kwargs handling and an unrelated/garbled issue title are not duplicates." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; too broad to merge." + "reason": "Both mention FP8, but one is save_pretrained for moe and the other is inference support." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "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." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache and a cache-strategies typo are not the same issue." + }, + { + "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." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files and a generic bug report are not duplicates." } ] }, @@ -16522,7 +16546,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 53, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -16530,22 +16554,21 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ - "issue:36296", - "issue:41628", + "issue:31795", + "issue:33453", "issue:41669", "issue:42371", - "issue:42548", "issue:42890", "issue:43352", "issue:43408", "issue:43525", - "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43901", + "issue:43827", "issue:43976", "issue:44038", + "issue:44077", "issue:44230", "issue:44246", "issue:44273", @@ -16553,11 +16576,14 @@ "issue:44297", "issue:44315", "issue:44351", + "issue:44360", "issue:44393", "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", + "issue:44861", "issue:44908", "issue:45003", "issue:45071", @@ -16565,38 +16591,28 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", + "issue:45468", "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", - "issue:46143", - "issue:46144", - "issue:46209", "issue:46218", "issue:46328" ], "soft_pairs": [ - "issue:46143|issue:46144", - "issue:36296|issue:43901", - "issue:41628|issue:42548", - "issue:36296|issue:43526", - "issue:44315|issue:46209", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44623|issue:45230", "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:44230|issue:46095", - "issue:43525|issue:45850", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44556|issue:45092", + "issue:44230|issue:46095", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", @@ -16607,286 +16623,296 @@ "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44246|issue:44273", - "issue:44295|issue:45230", - "issue:44297|issue:45230", "issue:43976|issue:44393", "issue:44908|issue:45071", + "issue:44295|issue:45230", "issue:44704|issue:44908", + "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: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" ], - "prepared_review_unit_hash": "0b13650cd6f70556cb3a167d36056aba6e43bca1437fbc790d07f276578801c2", + "prepared_review_unit_hash": "7be86c93872b820210fb4b4faa8dc9a6e595b50f813065fa8a8f1f3c733f8b42", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38154, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "soft_pair_count": 41, + "serialized_chars": 38846, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports, import failures, and model-specific compatibility bugs. None of the soft pairs look like the same concrete defect, so all soft edges are rejected.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set: it captures multiple import regressions after upgrading to v5.5.0, which matches the dominant theme across the cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue representative because it is concrete enough to summarize the upgrade/regression class while still broad enough to cover several nearby reports in this cluster.", + "best_issue_reason": "It names a specific failing model, version range, and API path, making it the strongest representative issue in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Related RoFormer area, but one is a kwargs passthrough bug and the other is an attention-interface implementation issue; not the same fix." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Both are import errors, but they fail on different symbols and likely different missing exports/code paths." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated subsystems." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger-kernel/model_init behavior and FP8 inference on B200 are different runtime problems." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked-prefill cache regression and a cache-strategy typo are not the same underlying bug." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "The Qwen3.5 chat crash may be one example of broader breakage, but the reports are not specific enough to treat as the same concrete bug." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Processor save_pretrained missing files is a specific serialization bug; the other issue is too generic to match it." - }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and TensorBoard/TF backend initialization error are unrelated." + "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 mention Qwen3.5/Moe, but one is a general model bug and the other is specifically missing tensor-parallel plan support." + "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." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL bounding-box generation issue and a PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are not the same defect." + "reason": "Lazy loading/perf issue versus unsafe sys.modules access in modeling_utils; different code paths and symptoms." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3/VL outputs, but one is bounding-box hallucination/error and the other is an infinite loop on a specific image." + "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." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 compatibility complaints, but one is about the env command and the other about loading old checkpoints; different code paths." + "reason": "Both mention v5 upgrades, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "FP8 inference support and a DeepSeekV4 weight-conversion script request are different issues." + "reason": "Import-time slowdown from removing import * is different from missing GenerationMixin cache during chunked_prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config regression, not the same as a generic v5 breakage report." + "reason": "A specific Llama4Config attribute error is not the same as a vague complaint that v5 breaks many models." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Import-star cleanup/performance and GenerationMixin cache missing in chunked_prefill are different underlying changes." + "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different breakages." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Both concern v5 reload compatibility, but they affect different model families and likely different failure points." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a deepseekv4 weight-conversion question." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config bug, not the same as a broad model-breakage umbrella." + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a broad 'too many models' complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy text is unrelated to general v5 breakage." + "reason": "A typo in cache-strategies docs/code is not the same underlying issue as broad v5 breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade and the other is a generic 'many models break' report; not the same defect." + "reason": "General import errors after upgrade and a generic 'breaks too many models' report are related in theme but not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and a cache-strategy typo are unrelated." + "reason": "TF32 API-settings guidance is unrelated to a cache-strategies typo." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both touch imports, but one is import-time slowdown from star imports and the other is a module import failure for a specific model." + "reason": "Import performance regression from eager model imports is different from failing to import a specific Qwen3_5ForCausalLM module." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + "reason": "Seed-related SAM HQ test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning for sam3 tracker and Liger kernel application are unrelated." + "reason": "Model-type mismatch warning for sam3_tracker is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attn support for Nemotron and Qwen3-VL bounding-box errors are different model-specific bugs." + "reason": "Flash Attention 2 support refusal for NemotronH is a different model/backend issue than Qwen3-VL bounding-box errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env command breakage and inverse_sqrt scheduler kwargs omission are unrelated." + "reason": "The transformers env command and the inverse_sqrt scheduler are unrelated subsystems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import and lazy-loading malfunction overlap superficially, but the reports do not identify the same concrete failure mode." + "reason": "General import slowdown and lazy loading malfunction overlap only broadly; they are not the same concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL 2D bounding-box output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error and a generic bug report are not the same issue." + "reason": "Reading registered position_ids as a buffer is a specific tensor/buffer bug, while 45230 is too generic to match it." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and different failure modes." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is a specific serialization bug, not the same as the generic issue." + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star removal/performance regression is unrelated to cannot-import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategies typo and SequenceFeatureExtractor.pad list-conversion inefficiency are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance regression is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support regression is not the same bug as broad model breakage after v5." + }, + { + "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." }, { "left": "issue:43976", - "right": "issue:44393", + "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python compatibility and missing Qwen3_5ForCausalLM import are unrelated." }, { - "left": "issue:45071", - "right": "issue:45092", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "PretrainedConfig type-checking regression and old InternVL2 meta-init incompatibility are different bugs." + "reason": "Optional post_init validation for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list input." }, { - "left": "issue:44704", + "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated." + "reason": "Docs still mentioning pipeline() after removals is unrelated to scheduler kwargs handling." }, { - "left": "issue:45003", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Unsafe sys.modules access and scheduler kwargs handling do not share the same code path." + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Import-star cleanup/performance and HybridCache import failure are different issues." + "reason": "Liger Kernel not being applied with model_init is unrelated to flash_attention_3 causing degenerate training." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "The env command regression and lazy loading malfunction are not the same concrete failure." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Model import cleanup and a testing_utils bug are unrelated." + "reason": "A DSA/ReLU discussion is unrelated to Gemma-4 audio relative positional encoding." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Python version support breakage and generic model breakage are not the same concrete defect." + "reason": "Pipeline save_pretrained issues and tied-weight-key crashes are different code paths." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination and Qwen3.5-Moe from_pretrained failure are different symptoms and likely different fixes." + "reason": "45310 is a specific Qwen3.5 MoE from_pretrained error; 45230 is too generic and does not match that concrete bug." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:45230", + "right": "issue:45478", "accept": false, - "reason": "Python-version compatibility and a specific module import failure are not the same bug." + "reason": "45478 is the same Qwen3.5 MoE failure as 45310, but 45230 is just a vague bug report with no matching symptom." } ] }, @@ -16902,7 +16928,7 @@ "component_index": 1, "component_count": 21, "review_unit_index": 54, - "review_unit_count": 55, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", @@ -16916,60 +16942,49 @@ "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:43576", "issue:43606", "issue:43618", + "issue:43668", "issue:43704", - "issue:43827", - "issue:44077", + "issue:43717", + "issue:43813", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", - "issue:44829", "issue:44861", "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45290", "issue:45310", "issue:45468", "issue:45850", "issue:46018", "issue:46095", + "issue:46144", "issue:46172", "issue:46218" ], "soft_pairs": [ - "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", "issue:41669|issue:43704", @@ -16982,9 +16997,9 @@ "issue:45850|issue:46218", "issue:43502|issue:43519", "issue:43519|issue:44623", - "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44263|issue:45468", + "issue:43298|issue:46095", "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", @@ -17004,453 +17019,324 @@ "issue:31515|issue:36296", "issue:44230|issue:45310", "issue:31515|issue:33453", - "issue:43298|issue:44230" + "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": "fd05a2d2cf11d669c06bdadac264010b3c06d4f8f400e9c7cdc93b16d8d6e2ec", + "prepared_review_unit_hash": "3b35df01b419152acd6041f6c9584c4315fa307ac2462a9c1ec70d87d6bb9fb2", "component_budget": { "node_count": 464, "item_count": 464, "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40347, - "estimated_input_tokens": 10087, - "estimated_eval_tokens": 20430 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40309, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous. A few items touch v5 loading/tokenizer regressions, but the soft pairs are only superficially similar and none should be merged as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:33453 is the clearest, concrete representative of the small loading/regression subset; it is more specific and actionable than the broader/vaguer v5 complaints.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 best fits as the cluster anchor because it describes a real, generic regression class without being overly broad or model-specific.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Optional post_init policy and an AttributeError in tied-weight key handling are different code paths and failure modes." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to inverse_sqrt scheduler kwargs being ignored." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Forward-doc confusion about input_ids/past_key_values is not the same bug as tokenizer loading regression." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel not applying under model_init and flash_attention_3 causing degenerate training are different training issues." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "A broken env command and lazy loading failures are unrelated symptoms." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model internals." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained serialization and tied-weight key AttributeError are different subsystems." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report is not enough to treat this as the same as a specific Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading behavior and scheduler kwarg handling are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env command and missing Qwen3_5 import are not the same failure." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different processor/model bugs." + "reason": "Different bugs in different components: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp math in a processor is unrelated to scheduler kwargs being dropped." + "reason": "Processor timestamp bug and scheduler kwargs bug are unrelated code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance cleanup and a VRAM leak in multithreaded inference are unrelated." + "reason": "Import-star cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek shared-expert gating and a comb.to(...).transpose bug do not match the same code path." + "reason": "DeepSeek-V4 gating logic and a DeepSeek-V4 weight transpose bug are distinct problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward API documentation confusion is not the same as a model-loading breakage for Llama 3.2 Vision." + "reason": "Documentation confusion about forward args is not the same as a model loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward docs confusion are unrelated." + "reason": "Checkpoint loading slowness and forward-doc confusion are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and RoPE implementation issues are different problems." + "reason": "VRAM leak in dataloader threads vs RoPE implementation discussion; not the same bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are model-specific and unrelated." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific issues." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration guidance has nothing to do with a VRAM leak." + "reason": "TF32 behavior settings are unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A vague claim that v5 breaks many models is too broad to merge with a specific Qwen3_5 import failure." + "reason": "Generic v5 breakage complaint does not match the specific Qwen3_5 import failure." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are different bugs." + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are separate failures." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math is unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching not supporting audio models and deepseek-v4 weight conversion are unrelated." + "reason": "Processor timestamp math and missing files in save_pretrained are different bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leakage are unrelated." + "reason": "Qwen3VL timestamp handling is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split return-value handling and Gemma-4 audio positional encoding are not the same change." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight conversion question." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they are for different symbols and likely different root causes." + "reason": "Different missing imports: HybridCache vs Qwen3_5ForCausalLM." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support limitation and Qwen3_5 import failure are different issues." + "reason": "Flash Attention unsupported for NemotronH and a Qwen3_5 import error are not the same bug." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer/v5, but one is a behavior change and the other is a wrong decoder type; not enough to call them duplicates." + "reason": "Both mention tokenizer v5 changes, but one is broad behavior drift while the other is a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to a placeholder bug report." + "reason": "Cache-strategy typo and an unrelated placeholder title are not related." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and a placeholder issue are unrelated." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "A placeholder title does not establish the same underlying bug as a broad v5-breakage complaint." + "reason": "CLIPOutput attentions regression is unrelated to the other issue." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and a placeholder issue are unrelated." + "reason": "Python 3.14 load failure and the unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and chat-template tool-call crashes are different code paths." + "reason": "Tied-weight-key crash and chat-template tool-call crash affect different subsystems." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and tied-weight key AttributeError are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on lists." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Checkpoint load slowness and an ImportError for layer_type_validation are different problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key handling are unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + "reason": "FP8 inference support and missing processor save_pretrained files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + "reason": "MLflow job status reporting and slow checkpoint loading are different failures." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and a tensor-parallel training bug are not the same failure." + "reason": "from_pretrained slowness and tensor-parallel training bug are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and a from_pretrained error for Qwen3.5 MoE are different symptoms." + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are different issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness is not the same as tokenizer-loading regression." + "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 Qwen3-VL/Qwen3.5 support are different feature requests/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": 55, - "review_unit_count": 55, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46144" - ], - "soft_pairs": [ - "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": "ee3df0b014496603d4a02edf8497a317d8ceaecb8d65830888ae6640943b8e8b", - "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884247, - "estimated_input_tokens": 221062, - "estimated_eval_tokens": 442380 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated model, tokenizer, config, and typo problems. None of the soft pairs look like the same underlying bug, so all should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical duplicate issue emerges from this set; if one issue must anchor the cluster, issue 42936 is the most concrete functional bug report, but it is still distinct from the others.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 42936 is the strongest representative only in the sense that it describes a specific runtime/model bug with clear behavior, but the cluster overall is not a duplicate set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different model areas and failures: Mamba init-weights behavior vs RoFormer attention interface usage." + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are different model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are unrelated bugs." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression." + "reason": "Config type-hint correction and tokenizer regex-warning regression are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-function kwargs propagation are separate code paths." + "reason": "ignore_value usage in Mask2former and missing kwargs in loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention interface usage do not describe the same defect." + "reason": "Loss kwargs passthrough and attention-interface implementation are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: segmentation model ignore_value vs tokenizer warning behavior." + "reason": "Mask2former ignore_value bug and tokenizer regex warning do not share the same code path." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No overlap in concrete bug or code path." + "reason": "Mask2former loss handling is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former behavior bug and a quantization-typo issue are unrelated." + "reason": "ignore_value handling and a quantization-operation typo are different issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a config type annotation mistake are distinct issues." + "reason": "Loss kwargs passthrough and a config type-hint mistake are not duplicates." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are different kinds of fixes: type-hint correction vs typo in a string/path reference." + "reason": "A type-hint error and a typo in quantization code are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm semantics and ModernBERT config typing are unrelated." + "reason": "Question about Llama4TextL2Norm vs RMSNorm is not the same as a ModernBERT type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are not the same bug." + "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps typing are unrelated." } ] }, @@ -17483,12 +17369,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a83a8558adb7482c5210b7a13c9baeefd6d1a27062875064cc9edae94c81ee04", + "prepared_review_unit_hash": "3a3fd7340db0f4e9cad41f7cb08ce8df4201b38c228b00f89436a0b5f64f78aa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17496,7 +17382,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17505,30 +17391,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are not duplicates: one is about tokenizer truncation direction, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary offsets. The title overlap is superficial only.", + "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.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue for the cluster: the topics are unrelated and do not describe the same underlying bug or feature request.", + "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_pr_reason": null, - "best_issue_reason": "Issue 10519 is the clearest and most self-contained report, but it is not a cluster representative because the other issues are unrelated.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: truncation behavior vs. audio alignment offsets." + "reason": "Different requests and code paths: tokenizer truncation direction vs. Wav2Vec2 word offset extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: tokenizer truncation direction vs. learning-rate scheduler behavior." + "reason": "Unrelated functionality: truncation behavior for tokenizers vs. learning-rate scheduler feature request." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; one is about schedulers, the other about Wav2Vec2 token timing offsets." + "reason": "No shared underlying bug/change: scheduler functionality vs. speech-model word boundary timing." } ] }, @@ -17560,12 +17446,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "3973c443d761b27691eb5eb2cb0042fdd0640e2180cecbfd84698b65e918506f", + "prepared_review_unit_hash": "8623e998be0fb359bb0800f028ad64d5c143be2ce2a179b9f5e22810ea4ac111", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17573,7 +17459,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17582,24 +17468,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to describe the same underlying bug: one is about TAPAS tokenization differences, one about a misleading private-model download/auth error, and one about failing to load a specific public model.", - "confidence": 0.94, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: the three reports concern different code paths and failure modes, so this cluster does not look like a true duplicate set.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: tokenization parity vs model loading failure for bert-base-uncased." + "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." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is an auth/download error for private models; the other is a generic inability to load a public model." + "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." } ] }, @@ -17629,7 +17515,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "aa222752ae273a9c94064ddade8900882b303de330a3dc02d872ee6a5fc701a5", + "prepared_review_unit_hash": "00759d9a14d6e67ce3d7577ebe3039f85996d8db858641172c417dc36588d096", "component_budget": { "node_count": 2, "item_count": 2, @@ -17651,18 +17537,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme of architecture support but not the same underlying change or bug, so they should not be clustered as duplicates.", - "confidence": 0.96, + "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, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits because the requests target different features and code paths; if forced, issue 26350 is simply the older and more discussed thread, not a duplicate representative.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests (Flash Attention 2 vs GGUF) with different implementation targets; same broad topic of architecture support is not enough to treat them as the same underlying change." + "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." } ] }, @@ -17721,187 +17607,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "e513404bcbfc646d88d74b7586f9e02416545d838e79b9d66935df80043586a1", + "prepared_review_unit_hash": "7e5edff81e8eba135571766d8eac4d9a5be643e6e68100f162f91fcea25459e5", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly repetitive i18n translation-template noise. Only the 46222/46226 pair has enough evidence to accept as a true duplicate; the other pairs are just soft textual matches without concrete shared targets, filenames, or diff evidence.", - "confidence": 0.72, - "canonical_issue_reason": "issue:46222 is the safest canonical anchor because it is part of the only exact duplicate pair in the packet and is the earlier of the two identical issues.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest issue representative here: it has an exact duplicate in 46226, while the rest of the cluster is only template-level similarity without stronger evidence.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are only textually similar translation-template issues; there is no concrete evidence they are the same work item." + "reason": "Different language translation requests; same broad i18n theme, but not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "High template similarity alone is not enough to collapse these into one issue." + "reason": "Turkish vs. generic placeholder translation request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The titles are too generic to prove duplication, and there is no supporting target or diff evidence." + "reason": "Actual Turkish request does not match the placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "The locale-tagged titles indicate related theme, but there is still no evidence they are the same issue." + "reason": "Different target languages, so these are distinct translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "These have different locale tags in the title and no evidence of the same underlying request." + "reason": "Turkish and Spanish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "The similarity is only at the template level; no concrete shared issue target is shown." + "reason": "Spanish request is distinct from the generic placeholder translation issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "No evidence beyond repetitive wording suggests these are duplicates." + "reason": "Different language request vs. placeholder template; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different locale-tagged translation requests; nothing in the packet ties them to the same work item." + "reason": "Spanish and Romanian translation requests are different issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Soft similarity alone is insufficient to merge these as duplicates." + "reason": "Different language request vs. placeholder template; not the same issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Near-identical template text is not enough without shared targets, files, or other concrete linkage." + "reason": "Romanian request is distinct from the placeholder translation issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "The packet only shows repeated template wording, not the same underlying issue." + "reason": "Romanian request vs. generic placeholder; not a duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "These are too similar textually, but there is no concrete evidence they are the same issue." + "reason": "Actual Romanian request does not match the placeholder template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "The titles/body lengths are similar, but there is no evidence that they refer to the same request." + "reason": "Different titles and likely different translation requests; not the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Template similarity alone does not justify merging these as duplicates." + "reason": "Different titles and likely different translation requests; not the same issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are generic placeholder-style issues, but the packet does not prove they are the same underlying item." + "accept": true, + "reason": "Same generic placeholder title and near-identical content; looks like the same issue reopened or duplicated." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Very similar wording, but no concrete evidence of a shared issue target or duplicate report." + "accept": true, + "reason": "Same generic placeholder translation issue; no substantive distinction visible." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "The titles are generic and similar, but that is not enough to confirm duplication." + "reason": "Placeholder-title translation issue and Thai-titled issue do not appear to describe the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "No evidence beyond soft textual similarity supports treating these as the same issue." + "reason": "Placeholder-title translation issue and Thai-titled issue do not appear to be the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Near-identical template text is suggestive, but still not enough to accept as a duplicate." + "accept": true, + "reason": "Identical placeholder translation request; these look duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "The packet gives only similarity scores, not concrete shared issue evidence." + "reason": "Different titles and likely different translation requests; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Soft similarity alone is insufficient to collapse these into one issue." + "reason": "Different titles and likely different translation requests; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "There is no concrete link beyond repetitive template language." + "reason": "Different titles and likely different translation requests; not the same issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "The available data does not substantiate that these are the same underlying request." + "reason": "Different titles and likely different translation requests; not the same issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same title and identical body length with the strongest similarity score in the packet make this the only grounded duplicate pair." + "reason": "Same exact Thai title and near-identical metadata, so this is a clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 46222/46226 duplicate call is grounded, but the rest of the analysis is not conservative enough. The packet only gives titles, lengths, dates, and soft-similarity scores; it does not substantiate claims that the placeholder-title issues are separate Turkish/Spanish/Romanian locale-specific work items. Several of the false-pair rationales overstate evidence by inferring locale separation from data that isn\u2019t present. The canonical choice of 43834 is also not strongly supported over the other nearly identical placeholder issues." + "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." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17974,256 +17860,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "e5a3cb9e75d9cb920d5d5f3cea96c458fb40e835d5eef274e93ac8517472ad65", + "prepared_review_unit_hash": "46bc2c00041ed753d4b0d7b7d7d253e92da2c902970e6a715f6225ed1309fee4", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate model-request issues across different model families and modalities (text, vision, audio, OCR, detection). The similarities are mostly generic 'add model/support' phrasing, not the same underlying change, so none of the soft edges should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate exists here; the issues are distinct requests. If a hub-like representative is needed, issue 43671 is the closest because it is an active speech-model request with the strongest thematic overlap to the other audio-related proposals.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the strongest cluster anchor by discussion/activity and recurring overlap with related audio-model requests, but it still should not subsume the other issues as duplicates.", + "best_issue_reason": "No global best issue for deduping; the cluster is heterogeneous and similarity is mostly naming/template overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config vs DEIMv2. Shared 'add model' wording only." + "reason": "Different model families (EuroBert vs DEIMv2); same request pattern, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated models and code paths." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are separate architectures and tasks; not the same change." + "reason": "EuroBert and RF-DETR are different architectures and implementation paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection/vision models, not one duplicate request." + "reason": "RF-DETR and DEIMv2 are separate model requests, not one fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model; LFM2.5 Audio 1.5B is an audio model request." + "reason": "RF-DETR (detection) and LFM2.5 Audio are different tasks and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer are unrelated model families." + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated models." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different modalities and implementation paths." + "reason": "RF-DETR and Qwen3-ASR are different model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision detection and Qwen3-TTS speech support are not the same underlying change." + "reason": "RF-DETR and Qwen3-TTS are different model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model additions, not duplicates." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity transformer support are different model/code-path requests." + "reason": "NeoBERT and the weight-sparse transformer request target different implementations." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio address different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated models with no shared concrete fix." + "reason": "RF-DETR and NeoBERT are distinct model-add tasks." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are different model requests, not one duplicate." + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support target different models and tasks." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different models." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are separate changes." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 is a model architecture request; Voxtral-4B-TTS is a speech model support request." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated vision vs speech requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and modalities." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model support requests." + "reason": "ModernVBERT and Qwen3-TTS are separate requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a concrete model request; BERT-like models with RoPE is a broad architectural theme." + "reason": "ModernVBERT models and BERT-like RoPE models are not the same underlying change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic BERT-with-RoPE discussion and Voxtral TTS support are not the same change." + "reason": "BERT-like RoPE models and Voxtral TTS support are different model families." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same Qwen3 family, but TTS vs ASR are different modalities and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are closely named but distinct modalities and implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not one duplicate fix." + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request target different model architectures." + "reason": "Qwen3-TTS and the weight-sparse transformer request are different code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio-model support requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related models, not the same change." + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE vision-language encoder support are unrelated." + "reason": "Qwen3-ASR and EUPE encoder support are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and sparse transformer support are different concrete requests." + "reason": "Qwen3-ASR and the weight-sparse transformer request are different implementations." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different modalities and model paths." + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer request and EUPE encoder request are unrelated architectures." + "reason": "Weight-sparse transformer and EUPE are unrelated model changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models with separate integrations." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are distinct models in different domains." + "reason": "NeoBERT and Voxtral TTS are unrelated model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR2 support are different model types and fixes." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models/tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are different models and not one mergeable duplicate change." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer support and EUPE encoder support are different underlying changes." + "reason": "EUPE encoder and TIPSv2 are separate model requests." } ] }, @@ -18253,7 +18133,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "89a25fef005fa7647b044253b990e08e4d9aa793199d3a724bd951cf1a01d306", + "prepared_review_unit_hash": "1870ec9990d5dce0917ef28f19fb1749770856a81f451b6d7b939e2c3292d4ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -18275,18 +18155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is an open Vision RoPE refactor. They do not describe the same bug, feature, or code path.", + "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": null, + "canonical_issue_reason": "No canonical issue: the items cover unrelated workstreams (docs integration request vs. vision model refactor).", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because they concern unrelated topics and should not be clustered together.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: the titles and contexts are unrelated (documentation/framework listing vs. Vision RoPE refactor), so they are not the same underlying issue." + "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." } ] }, @@ -18316,12 +18196,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b95fddc452f4489288b4a793ed551a4aba374dea21a84097767a4a8a005d82fe", + "prepared_review_unit_hash": "5491d57b103c68152c97b81cbd2eab0e8e235aec707bd5758518d1fe1238c2c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18329,7 +18209,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18338,18 +18218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a vague request about block decoding, while the other is a specific model-support request for DeepSeek v3.2. They do not appear to describe the same underlying bug or change.", + "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": "issue #43037 is the more concrete, actionable report because it names a specific feature/support target (DeepSeek v3.2), whereas #41084 is too vague to serve as a clear canonical issue.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the better representative issue for the cluster simply because it is specific and scoped; #41084 is too ambiguous to anchor triage.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and available metadata point to unrelated concerns: generic block decoding vs DeepSeek v3.2 support. No shared targets, files, or explicit linkage suggest the same underlying problem." + "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." } ] }, @@ -18379,7 +18259,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "d48756b022ca5936c9106a0c03a3cf181e98a64603e3c6094c84d00d3db3cd3c", + "prepared_review_unit_hash": "cfc009f57c4adc314a83d2f025c8f3439cfa9d8bb5b62729a8c228f9b10508ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -18401,18 +18281,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad Trainer/customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43600 is the more concrete, user-facing bug report: it targets FLOPS estimation behavior for custom trainers with a specific failure mode.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the broader customization concern around `remove_unused_column` and may be the better umbrella topic for Trainer configurability.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They mention custom trainers, but the underlying issues are different: unused-column removal customizability vs FLOPS counting logic. Not the same bug or change." + "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." } ] }, @@ -18442,7 +18322,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "25bfc1bb83cc8cb1810e6fe7a863ff60be65759e705ff74aa6fcae11c244e7d9", + "prepared_review_unit_hash": "8962100661bd79174412c5e5d514573179a57d16acdbbfdf91386cce809dd255", "component_budget": { "node_count": 2, "item_count": 2, @@ -18464,18 +18344,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related model-support requests, but they target different integrations: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "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 model-registration request and is more likely to represent the core automation gap, but it is not the same underlying request as #44405.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better canonical issue because it is the broader and more general API registration request; #44405 is a separate task for sequence classification support on a different model family/config.", + "best_issue_reason": "Issue 43684 is the cleaner representative because it targets core model registration rather than a narrower task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different target APIs and model families: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence classification support. Related area, but not the same bug or change." + "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." } ] }, @@ -18512,12 +18392,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "8dadb17f96972fb5e481efd11aa998c0b19e74adfd9ed77af096ca7ea126a8b2", + "prepared_review_unit_hash": "98bf37d1a9854400a26fff257fbf414d4b1b6215fc8c54dc4c3e060b2ef03e6c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18525,7 +18405,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18534,58 +18414,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the three \"huggingface\" issues have plausible cluster affinity, and that affinity is title-level only. With no body text, filenames, targets, or references, it is too weak to assert they are true duplicates; 43845 is just the earliest plausible representative among them. \"Fett\" looks unrelated.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43845 is the earliest of the three title-similar \"huggingface\" issues, so it is the best provisional representative if this cluster is later confirmed.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best global issue candidate because it is the earliest and cleanest title match in the small title-only \"huggingface\" group.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "The titles are different and there is no concrete overlap beyond weak soft similarity, so this is not enough to treat them as the same issue." + "reason": "Different titles and no evidence they describe the same problem; 43835 ('Fett') looks unrelated to the huggingface issues." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles with no shared body details, targets, or filenames; the evidence is too thin to call them duplicates." + "reason": "No sign of the same underlying issue; 43835 is distinct from the repeated huggingface reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not have enough visible overlap with the title-only \"huggingface\" reports to justify a same-issue merge." + "reason": "Insufficient overlap beyond generic similarity; this does not look like the same bug or request." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same short title, but no body text or other concrete matching evidence is available; title similarity alone is not enough to confirm a duplicate." + "accept": true, + "reason": "Same near-identical title and no distinguishing details; these look like duplicate reports of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "The titles match, but the packet provides no additional evidence of the same underlying bug, so this should stay a soft cluster only." + "accept": true, + "reason": "Same title and same subject with no evidence of a different problem; likely duplicate issue reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Identical-looking titles are suggestive, but without body details or references this is still insufficient to confidently merge as duplicates." + "accept": true, + "reason": "All evidence points to the same minimal huggingface issue report, so these are duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is plausible, but the writeup is a bit too strong for the packet. The only shared evidence for the three \u201chuggingface\u201d issues is title-level soft similarity; all pair records have deterministic_accept=false and no body text, filenames, targets, or references. So calling them duplicates/same topic and accepting all three pairings is not fully conservative. The claim that 43845 is the earliest representative is grounded, but the duplicate conclusion should be softer." + "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, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18619,7 +18499,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "eeb65e7f966c79e59dbe8f869b0ae66b57a4a0cd0119764e5a7cf23ab4afaaed", + "prepared_review_unit_hash": "b4ff61a0dd306d5edad23c08070758c7c1cd90a190b978229d1e8f3b929c0429", "component_budget": { "node_count": 5, "item_count": 5, @@ -18641,66 +18521,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five items are low-signal and appear unrelated; no soft duplicate pairs are convincing. Issue 44418 is the only one that looks like a plausible substantive report, but it is still too vague to anchor a duplicate cluster with confidence.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44418 is the least spam-like and the only title that reads like a real user request, so it is the best available issue anchor among otherwise noisy items.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "44418 is the best issue candidate because it appears to be an actual documentation enhancement request, whereas the others look like spam or unrelated text.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '' but there is no concrete bug, feature, or target described to indicate the same underlying issue." + "reason": "Both are titled '' and provide no concrete shared bug or change; the similarity is not enough to establish a duplicate." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Generic spam titles with no shared technical context; similarity is purely superficial." + "reason": "Both are generic spam placeholders with no actionable details, so there is no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation enhancement suggestion; they do not describe the same problem." + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same specific problem or request." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and contain no shared actionable subject matter." + "reason": "'Check out \"Google LLC\"' is unrelated to a spam placeholder and does not indicate the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation request and a spam post are not the same underlying issue." + "reason": "A generic documentation suggestion is not the same concrete issue as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No evidence of a common bug or change request beyond both being low-detail closed issues." + "reason": "The titles are too generic and point to different kinds of content; no same-bug or same-change evidence." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-labeled titles, but there is no indication they refer to the same report or problem." + "reason": "Both are spam-like placeholders, but there is no concrete shared bug report or change request to treat them as duplicates." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; one is placeholder spam and the other is a specific quoted phrase." + "reason": "These titles are unrelated and do not point to one underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No shared concrete issue is visible; the similarity signal is not enough to treat them as duplicates." + "reason": "A spam placeholder and a company-name prompt are not the same issue." } ] }, @@ -18730,7 +18610,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1f59f6538556bf6eaae22229e8f3d890cf4a30d84edcfab3e97d2bf02abd6746", + "prepared_review_unit_hash": "622dd2b3c3a6440b5e77eae8c21a0c961bb0b6254d6f1afb801552a34413d2d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18752,28 +18632,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and similar lengths, but there is no body-level evidence that they are true duplicates. They look like a possible duplicate / likely same topic, not a confirmed duplicate edge.", - "confidence": 0.69, - "canonical_issue_reason": "#45145 is the earlier report and the best representative for this topic, but the evidence only supports a likely duplicate, not a confirmed one.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate because it is the earliest instance and has the same title as #45151, making it the most suitable cluster representative.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical titles and close body lengths suggest the same topic, but there is no content or metadata evidence proving the same underlying issue; this is only a soft similarity." + "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." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports only a soft similarity judgment: identical titles and close body lengths, but no body/content evidence showing the issues are truly duplicates. The analyst overstates the evidence by calling them the same underlying issue and saying the earlier issue \u2018fully represents\u2019 the cluster. A more conservative verdict would be \u2018possible duplicate / likely same topic\u2019 rather than an accepted duplicate edge." + "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." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18850,7 +18730,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c2805542e07c879f9fe3946da965e2ba2d8808513c9a9eeae8328f21a48c7067", + "prepared_review_unit_hash": "1c6f4f2575b51b6749ae4628eeb49e3621ea83f5217eb928701f9cb66403113c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18872,18 +18752,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference issues: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They share the broad theme of quantized inference failures but not the same code path or fix.", - "confidence": 0.94, - "canonical_issue_reason": "issue #45674 is the more general, configuration-level regression and is likely the better representative of the cluster than the model-specific Gemma4 audio-module bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the strongest standalone issue because it describes a clear, reproducible 4-bit inference regression tied to a specific configuration change and has broader applicability.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: one is a torch.finfo uint8 failure in Gemma4 audio modules, the other is a BitsAndBytesConfig skip-modules/ lm_head exclusion assertion. Same general area, but not the same code-path or fix." + "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." } ] }, @@ -18913,40 +18793,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "2485bd27610dfaf21844ae8ba07e8427c4fe689a03c6c3cf0ced418fc320c0f1", + "prepared_review_unit_hash": "a4326cb46286f4dca9ea43146939aae488b7c3646f30a22e2217d12e77799a59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are just closed placeholder-like entries with different personal-name titles and different dates; there is no evidence they describe the same underlying bug or request, so they should not be clustered as duplicates.", - "confidence": 0.98, + "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, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because there is no duplicate relationship to resolve; the titles point to different entities and there is no body evidence tying them together.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates in the titles, with no body text, links, or shared evidence indicating the same issue." + "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." } ] }, @@ -18976,7 +18856,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "9ba07b8f4e5f12357788f874257cbf99b4a297bd7a65c4d0f64e643820a828ac", + "prepared_review_unit_hash": "290dfe1bec42d3f711735b983e6c207a988a8ab0876d44d7b4857738c561aef7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18998,18 +18878,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated non-technical placeholders (personal names plus dates) with no shared problem signal beyond superficial similarity.", + "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.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a meaningful canonical technical report; both look like unrelated personal-entry stubs rather than duplicates of the same bug.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue in this cluster is a good representative for duplicate triage, since neither contains actionable problem details.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates; no evidence they describe the same underlying bug or request." + "reason": "Titles reference different people and different dates; no body, links, or other evidence indicates the same underlying issue." } ] }, @@ -19039,40 +18919,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "cff6777a29e1aad5a880bc76cfa3ff7a7da57ebe0a78fec0abf4f92495d9137a", + "prepared_review_unit_hash": "4990dd69d0ecbac502fe64479ee82516ce004bd6df04692fed78ce76b4b7b18b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests; this is not a duplicate cluster.", + "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.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits the cluster: 45810 asks for a Qwen3_5 token-classification/value-model class, while 46295 requests FP8 training support.", + "best_issue_reason": "Neither issue is a good canonical choice because they cover different features and would not subsume the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests in different areas (model class support vs FP8 training support); they do not describe the same underlying bug or change." + "reason": "Different underlying requests and code paths: model head support vs FP8 training infrastructure. They should not be merged as duplicates." } ] }, @@ -19112,12 +18992,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "70f6389fcf624b5fe6e08c4a76c5cb39ee0346bd354e9feeb4547458d073d85c", + "prepared_review_unit_hash": "82d2cc5784321861b79f4ddec87e8602a2cd34bd3443b6ba396e7c378e81539d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19125,7 +19005,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19134,66 +19014,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two clear duplicate pairs: 45870/45871 are the same example request, and 45872/45873 are the same DataForge scraping-service request. 45869 is a separate dataset promo/request and does not match the others.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue for the full cluster: there are two separate duplicate topics (45870/45871 and 45872/45873), while 45869 is unrelated.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "45871 and 45873 are the best representatives of their respective duplicate pairs; 45869 should not be treated as canonical for either topic.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle promo/request vs an example about financial time series prediction." + "reason": "Different asks: a dataset/sample offer versus an example notebook-style issue; same broad finance theme but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle promo/request vs an example about financial time series prediction." + "reason": "Different asks: dataset/sample offer versus an example notebook-style issue; not the same concrete bug or change." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparently same example request; these look like exact duplicates." + "reason": "Exact duplicate: identical title and matching body length, with no sign of distinct scope." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different requests: one is a prediction example, the other is a financial time series plus scraping service topic." + "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." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different requests: one is a prediction example, the other is a financial time series plus scraping service topic." + "reason": "Same reason as 45870/45872: example-focused request versus scraping-service request, not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different requests: one is a prediction example, the other is a financial time series plus scraping service topic." + "reason": "Different concrete asks: example notebook content versus scraping-service integration; only broad topical overlap." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different requests: one is a prediction example, the other is a financial time series plus scraping service topic." + "reason": "Different concrete asks: example notebook content versus scraping-service integration; not a mergeable duplicate." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparently same service/request; these look like exact duplicates." + "reason": "Exact duplicate: identical title and matching body length, indicating the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and body lengths, while 45869 has a clearly different title/topic. The conclusion that the cluster splits into two duplicate pairs plus one unrelated issue is conservative and supported by the available evidence." + "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." }, "evaluator_used": true, "retried": false, @@ -19220,7 +19100,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "91b021c40e97535b87037ad4af00bbcfba461216da485858be3efdac0de954e4", + "prepared_review_unit_hash": "4d4ca53ea3fca65504744784928adc9e2e006bcfdfb5c0192ba90f13edc56b6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19242,18 +19122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are in the same static-cache / linear-attention area, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a Qwen3.5-specific `KeyError: 'linear_attention'`. Related, but not the same bug.", - "confidence": 0.84, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the better representative of the broader static-cache/linear-attention corruption problem because it states a concrete shape/runtime failure and a likely root-cause area.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Different concrete failures and likely different code paths: wrong-shape `RuntimeError` in early initialization vs Qwen3.5 `KeyError` for missing `linear_attention` handling. Similar subsystem, but not the same bug." + "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." } ] }, @@ -19283,7 +19163,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "849ab6d615658470f0ead7b6cc29bb1579e3c13aadbdfee6244274ee6d1951c5", + "prepared_review_unit_hash": "597947c72c52239ba06506a7a7759754a817553ee48b246f7fadef5ea43311f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19305,24 +19185,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are the same issue report: identical title and essentially identical content about the Wav2Vec2CTCTokenizer v5 word-delimiter bug. They should be clustered together as duplicates/reposts of the same underlying bug.", + "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 #46551 is a closed instance with a bit more discussion activity, making it the more natural anchor for the duplicate cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#46551 is the best issue representative because it is the closed/original-looking report and already carries the discussion context for the bug.", + "best_issue_reason": "Issue 46552 is the best issue to keep because it is open and accumulates references for the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical title and matching bug description indicate the same underlying issue, not just a related problem." + "reason": "Exact same bug report with identical title/body; same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster judgment is well grounded: the two issues have identical titles, identical body length, and a soft-similarity score/jaccard of 1.0, so treating them as duplicates is conservative and supported by the packet. The representative/canonical choice is also reasonable since #46551 is closed and has slightly more discussion activity." + "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." }, "evaluator_used": true, "retried": false, @@ -19379,7 +19259,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ffdb47284d0535eda03297df83dd065aa26e82d555f6bdee4b839ab1b508607f", + "prepared_review_unit_hash": "ba37ae598d145567d965ae624419394c21adc9eb015e6326230d8305e697c722", "component_budget": { "node_count": 14, "item_count": 14, @@ -19401,135 +19281,141 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous PRs from unrelated model/features. The only true duplicate-like pair is the two fixed_cross_entropy changes (43251 and 43254), which address the same code path and can plausibly be merged.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the shared cross-entropy kwargs fix: it is issue-linked, concrete, and overlaps directly with 43254 in the same function and behavior change.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best PR candidate because it most directly captures the underlying bug fix and has the explicit tracking issue, while 43254 is a near-duplicate variant.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: Videoprism model/docs addition vs. executorch dynamic-shape export test." + "reason": "Different models/features: VideoPrism addition vs. Executorch dynamic-shape export test. No shared bug or mergeable change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different subsystems: Mistral tokenizer methods vs. executorch export testing." + "reason": "Tokenizer method additions vs. Executorch export tests; unrelated subsystems and no same concrete fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: tokenizer API additions vs. adding MobileLLM model support." + "reason": "Mistral tokenizer API gap vs. adding a new MobileLLM model. Only superficial similarity around model code." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor robustness fixes vs. new MobileLLM model implementation." + "reason": "Processor auto-loading robustness changes vs. adding MobileLLM. Not the same bug or code path." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different areas: loss utility change vs. Mistral4 test/model updates." + "reason": "Loss utility kwargs fix vs. Mistral4 test/model work. No common concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test is unrelated to Mistral4 tests/model changes." + "reason": "Executorch dynamic-shape test and Mistral4 test/model changes are different problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test vs. MobileLLM model addition are unrelated." + "reason": "Exportability test vs. adding a new model family; no shared underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to config resolution ordering fix." + "reason": "New MobileLLM model addition vs. config resolution ordering fix. Different code paths and goals." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are different code paths." + "reason": "New MobileLLM model addition vs. Falcon output-capture refactor; not the same fix." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill/docs PR." + "reason": "New MobileLLM model addition vs. model-creation skill/docs. No duplicate bug or change." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "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": "Mistral4 test/model work is unrelated to the layrnorm->layernorm rename fix." + "reason": "Falcon model refactor vs. model-creation skill; no shared code-path issue." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 testing/model changes do not match the chat parsing overhaul." + "reason": "Mistral4 tests vs. `layrnorm` renaming cleanup; different models and different fixes." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", "accept": false, - "reason": "Different features: Mistral4 fixes vs. adding a TDT loss kernel integration." + "reason": "Mistral4 tests vs. model-creation skill; only broad topical overlap." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model updates are unrelated to config resolution ordering." + "reason": "Mistral4 tests vs. config resolution ordering fix; unrelated change sets." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill and related scaffolding." + "reason": "Mistral4 tests vs. TDT loss kernel integration; different functionality." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:46267", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill PR." + "reason": "Mistral4 tests vs. chat response parsing overhaul; unrelated features." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill changes are unrelated." + "reason": "New model implementation vs. model-creation skill artifacts; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix in the same function: both expose/pass supported cross_entropy kwargs (weight, label_smoothing) through fixed_cross_entropy, and could be merged into one PR." + "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." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft-edge pair, 43251 vs 43254, is well supported by the diffs: both modify the same fixed_cross_entropy helper in the same file, target the same issue, and implement the same supported-kwargs pass-through with only minor signature/implementation differences. The other pairwise rejections are also conservative and match the packet content." + "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." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19553,7 +19439,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "fef3ecf1a4e7cd878c7bc490d66dcb45480b9211ede3d94810480ee1b3f09b73", + "prepared_review_unit_hash": "704819040b60fbcd6eaa5c8c6ef6eb96efbe046a0e2682e56475bab38113a11f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19575,18 +19461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice pull requests, but they implement different scopes: one adds the core model, the other adds a realtime variant with acoustic-tokenizer/generation changes. Shared files reflect the same package, not the same fix.", + "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.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the cleaner representative of the core VibeVoice addition; #42781 is a separate realtime extension and draft, so it should not be treated as the same change.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best single representative for this cluster because it targets the base VibeVoice implementation and is more complete/stable than the draft realtime follow-up.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share VibeVoice scaffolding, but #40546 is the base implementation while #42781 adds a distinct realtime path with tokenizer/generation changes; not the same concrete bug or mergeable change." + "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." } ] }, @@ -19616,12 +19502,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ae3796b8d76991d426520b4b6ebcc31fb8bed1be482bf5597984c42a70e6b2d7", + "prepared_review_unit_hash": "a49731a7371ba856cedc3c40df3a7bd12623c5469645dde508774c9360189f64", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19629,7 +19515,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19638,18 +19524,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", - "confidence": 0.99, + "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.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: #40755 adds TimesFM covariate forecasting, while #41224 adds DINOv3 image classification support; they target different code paths and products.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#41224 is the better representative only in the sense that it is a focused, review-mature feature PR; #40755 is a separate, larger TimesFM change and not a duplicate.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and implementations: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or add the same change and would not be merged into one PR." + "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." } ] }, @@ -19744,7 +19630,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "51efc0afe41677b7f85d339899d636edbc9d54f80df4de758442bed478fc0fa5", + "prepared_review_unit_hash": "9e3595855f11d7bd7357b46a92f3aa294252cc4229b15f94a2b58188a5753a7c", "component_budget": { "node_count": 3, "item_count": 3, @@ -19766,24 +19652,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share framework wiring patterns but target different model families and code paths, so they are not duplicates.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the strongest representative if one must be chosen: it is the most mature and broad model-addition PR, with the widest set of model/auto/processor updates and the highest review activity.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best cluster representative on completeness and review depth, but it is still unrelated to the other PRs at the model level.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions: DeepSeek OCR vs Isaac. They share generic auto-registration/docs scaffolding, but not the same underlying model or code path." + "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." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. Similar broad framework files are touched, but the concrete model implementations, processors, and tests are unrelated." + "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." } ] }, @@ -19813,7 +19699,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "da90dfc1d067b105136eb92141170731f884ce0197f215b83316707553d0cc36", + "prepared_review_unit_hash": "0ee84ea7cf34ff4547de1f64586442af62e9f54943a71a171aeff73d34ffb270", "component_budget": { "node_count": 2, "item_count": 2, @@ -19835,18 +19721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are workflow maintenance upgrades, but they change different action families for different reasons: #42975 focuses on Node 24 compatibility for several GitHub Actions, while #42976 upgrades Docker build actions and a few other actions to newer releases. They overlap in files touched, but not in the underlying change.", - "confidence": 0.92, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#42975 is the more specific and narrowly scoped PR, centered on a clear Node 24 compatibility upgrade across workflows; #42976 is broader and less directly tied to that concrete compatibility goal.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#42975 is the better representative PR because its intent is explicit and cohesive, whereas #42976 is a looser general version bump across workflow tooling.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both touch GitHub Actions workflows, but they update different actions for different purposes and are not the same underlying fix/change." + "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." } ] }, @@ -19885,76 +19771,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "c6cecf8af4738a73a63ace929149104524046d4f90acac52501eda46df2263d0", + "prepared_review_unit_hash": "4dbcc7275a22a599910a0b5fd10024694f03c120b91d19f09e550dff10f1e548", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17511, - "estimated_input_tokens": 4378, - "estimated_eval_tokens": 9012 + "serialized_chars": 17506, + "estimated_input_tokens": 4377, + "estimated_eval_tokens": 9010 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17511, - "estimated_input_tokens": 4378, - "estimated_eval_tokens": 9012 + "serialized_chars": 17506, + "estimated_input_tokens": 4377, + "estimated_eval_tokens": 9010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-addition PRs for different architectures and model families; the shared files are mostly boilerplate registry/docs updates, not evidence of the same underlying change. No soft edges should be merged.", - "confidence": 0.98, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43451 (Add Molmo2) is the most substantial representative here: it has the broadest integration surface and the highest review activity, so it best stands in for the cluster if one PR must be chosen.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#43451 is the best representative PR for this cluster because it is the most complete and actively reviewed model-addition change, whereas the others are separate model introductions.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models: ViT NEPA vs Molmo. They share generic docs/auto-registry updates, but not the same code-path fix or mergeable change set." + "reason": "Different model families and code paths: ViT NEPA vs Molmo. Shared docs/auto wiring is boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs boilerplate is incidental; these are separate model implementations." + "reason": "Different models: ViT NEPA and Molmo2. The similar auto-registration files are generic scaffold, not evidence of one duplicated fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated architectures (vision vs time-series). Similar framework wiring does not indicate the same underlying change." + "reason": "ViT NEPA and CTSM are unrelated model additions with different implementation and test files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model additions with different files and APIs; they are not the same concrete bug/change." + "reason": "Molmo and Molmo2 are separate model releases with different model directories and APIs; not the same PR in disguise." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. Overlap is limited to shared registry/documentation plumbing." + "reason": "Molmo vs CTSM: only broad Transformers plumbing overlaps, but the underlying model code and targets are different." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM target different model families and code paths; the shared auto-registration files are too generic to treat them as duplicates." + "reason": "Molmo2 and CTSM are distinct model additions; shared auto/docs files are too generic to indicate duplicate content." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM is a time-series model, while Step3p7 is a multimodal/vision model addition. They are separate implementations, not one fix." + "reason": "CTSM and Step3p7 are different time-series/image model additions with different files and APIs; not the same concrete change." } ] }, @@ -19976,107 +19862,145 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-5", + "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: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:46380|pull_request:46539" + "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": "832bab5aa24d3d6a9b7b1784349fbf4e963626cb2ade4b07b95508b83d7f23d5", + "prepared_review_unit_hash": "767bd87d386921514c9549c7c226d94458546c055c7deb45472124a6865d0980", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 9, - "serialized_chars": 14125, - "estimated_input_tokens": 3532, - "estimated_eval_tokens": 7320 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23052, + "estimated_input_tokens": 5763, + "estimated_eval_tokens": 11782 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 9, - "serialized_chars": 14125, - "estimated_input_tokens": 3532, - "estimated_eval_tokens": 7320 + "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 PRs are not true duplicates: they span unrelated areas (Whisper decoding, CLIP/ViT tests, FP8 dequant/loading, generation watermark validation, PhiMoE integration tests). The strongest standalone production fix is the FP8/loading change, but the cluster as a whole should not be merged together.", - "confidence": 0.86, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most concrete, self-contained production fix in the cluster: it adjusts core loading and FP8 kernel behavior for a specific dequant/loading bug, unlike the test-only or broad/mixed-change PRs.", + "canonical_pr_reason": "No single canonical PR: the items are not duplicates and span unrelated codepaths and maintenance changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best overall PR candidate because it addresses a clear code-path problem with a focused implementation and is less ambiguous than the test-heavy or multi-area patches.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and bugs: Whisper tokenizer decoding vs. unrelated CLIP/ViT test edits. Shared wording like \"fix\" and test changes is not enough." + "reason": "Whisper tokenizer decode fix vs unrelated model test edits; different bugs and codepaths." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenization logic is unrelated to FP8 dequant/core loading. No shared code path or mergeable single fix." + "reason": "Whisper decoding logic vs FP8 dequant/loading fix; unrelated functionality." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper only incidentally, but the actual fixes are different: tokenizer decode behavior vs. generation watermark/config handling and assorted test updates." + "reason": "Whisper batch/timestamp decoding vs generation watermark/validation changes; not the same issue." }, { - "left": "pull_request:43665", - "right": "pull_request:46539", + "left": "pull_request:43498", + "right": "pull_request:46579", "accept": false, - "reason": "Both are test-oriented, but they affect different models and failure modes. These do not look like the same underlying bug." + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup across many files; unrelated changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test assertions are not the same underlying issue as FP8 loading/dequant logic." + "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant fix; no shared bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The overlap is only generic test edits. The substantive code paths differ completely, so they are not duplicates." + "reason": "Intentional failing test edits vs generation config validation fix; different purpose and scope." }, { - "left": "pull_request:44815", + "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "FP8/core loading fixes and PhiMoE integration-test setup are unrelated code paths and could not plausibly be one PR." + "reason": "Test assertions in CLIP/ViT vs PhiMoE integration test adjustments; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only changes vs code typo sweep; not the same underlying problem." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different concrete bugs: FP8 dequant/loading vs. generation watermark validation plus other model/test changes. Too broad to treat as one fix." + "reason": "FP8 padding/dequant path vs generation validation/watermarking fix; separate codepaths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant fix vs PhiMoE integration test setup; unrelated." + }, + { + "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." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation updates vs code typo cleanup; different changes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/watermark handling and PhiMoE integration-test behavior are unrelated; they only share a generic \"fix\" title." + "reason": "Generation validation fix vs PhiMoE integration test changes; unrelated." + }, + { + "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." } ] }, @@ -20106,7 +20030,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "6c7765ff877e740da4b78916d5aabcdf565ccb3b6dcf73e665139beaa48d28be", + "prepared_review_unit_hash": "a0d08d5e122ce5044da107e9c8d2d27f3e66a546d28f82539337b10e0ec5f443", "component_budget": { "node_count": 2, "item_count": 2, @@ -20128,18 +20052,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a small packaging/version/checking tweak in setup.py and ViT tests, while the other rewires workflow/testing utilities and also touches multiple files. They share only a test filename, not the same underlying change.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for duplication: these PRs target different code paths and different kinds of repository-bot/demo changes.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better representative item in this cluster because it is the broader, more substantive change; #43488 is a narrower setup/version tweak with a different purpose.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not fix the same concrete bug/change. #43488 edits setup/version/dependency metadata and a ViT test, while #43532 changes CI/workflow and notification/testing utilities with a different scope." + "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." } ] }, @@ -20169,12 +20093,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cf7bcfa0cd2825b8797cf2e1759ebe655ea23ced3f7244339ad6c58d29d52861", + "prepared_review_unit_hash": "d0b1b9b4f196fee6f602cd890e7d1fe511e89a97302ca7c6d88402e3354d1c4a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20182,7 +20106,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20191,18 +20115,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and registry scaffolding, but they target different tasks, models, and test suites, so they are not duplicates.", - "confidence": 0.97, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better representative because it is the broader visual-segmentation pipeline change and has more model/test coverage, making it the more substantial member of this cluster.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the strongest standalone candidate: it implements a concrete pipeline addition across multiple segmentation-related models and tests, so it is the best exemplar of this class of changes.", + "best_pr_reason": "Neither PR is a better duplicate representative because they are distinct, independently valid pipeline additions rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. They overlap in docs/registry plumbing, but the pipeline implementations, model coverage, and tests are distinct, so they should not be merged as duplicates." + "reason": "Different pipeline features with different target concepts and code paths; shared documentation/registry scaffolding is not enough to merge them as duplicates." } ] }, @@ -20232,40 +20156,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "1ced6893ee561db094e8665a772b10c51a3bfabcd4038dc8eaf7693239852798", + "prepared_review_unit_hash": "d2e3636d546d533709c217faabd11ff4b32d32f75b92d0b91e3bddd0cbb85b1a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They do not fix the same underlying bug or implement the same change.", - "confidence": 0.97, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more focused behavior change around training loss scaling, but it is not a duplicate of PR 43663.", + "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.", "best_issue_reason": null, - "best_pr_reason": "No single PR should be treated as the duplicate representative here; 43651 is only slightly more self-contained, while 43663 addresses a different Trainer override point.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 adds _loss_is_scaled_for_ga for gradient-accumulation loss handling, while 43663 adds _get_signature_columns for column filtering. Shared file alone is not enough to merge them as one change." + "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." } ] }, @@ -20295,7 +20219,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "719d2fdd11e1eb45ae7058e256b93e72573102321ce7adedc0ee60753c66f042", + "prepared_review_unit_hash": "8d13e834247ba4c6ffaeb788f2b01833472f7a53002bd76ca508bd988f6032eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20317,18 +20241,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same CLI file and reference a TypeAdapter NameError, but they appear to fix different failure modes: one is a broader annotation/runtime typing cleanup, the other is specifically about pydantic being absent. They are not safe duplicates.", - "confidence": 0.88, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as the same fix for both items; 43842 is the tighter, more explicit match to the TypeAdapter/pydantic NameError, while 43656 looks broader and likely addresses a different annotation-evaluation problem.", + "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.", "best_issue_reason": null, - "best_pr_reason": "43842 is the better representative of the cluster because its title and diff directly target the TypeAdapter NameError when pydantic is not installed, with a narrowly scoped change in serve.py.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: they share a file and broad CLI context, but the fixes are not clearly the same bug. 43656 appears to address runtime annotation evaluation via __future__ annotations, while 43842 explicitly fixes missing TypeAdapter import handling when pydantic is absent; they also target different issues." + "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." } ] }, @@ -20520,367 +20444,415 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "6b8b64c85a0fc08dc9b10057510e0b4cfdfbe88d0911d5075a74264144ecb2c2", + "prepared_review_unit_hash": "c48f7bad6edf56391610a656e23fd82f522b7a8f9f744fbfbc748da214663a5a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of model-specific PRs that all refactor output tracing to the standardized decorator-based interface. The only strong duplicate candidates are same-model pairs within GPT-J and GPT-Neo; cross-model pairs share the theme and tracking issue but not the same concrete code path.", - "confidence": 0.93, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the best canonical PR: it is explicitly tied to #43979 and contains a focused, concrete GPT-J/CodeGen output-tracing refactor that sits at the center of the genuine duplicate chain.", + "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.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR candidate in the duplicate set: it targets the same GPT-J/CodeGen output-tracing change with the clearest same-file overlap to the other accepted GPT-J PRs.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; the shared issue target only indicates the same refactor theme, not the same underlying code path." + "reason": "Different model families and implementation sites; same umbrella issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; both are output-tracing refactors, but not the same bug or change." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file, so they look like the same underlying change/iteration." + "reason": "Same GPT-J output-tracing change on the same code path; they look mergeable into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are different code paths; same issue target is not enough to make them duplicates." + "reason": "RegNet and EfficientNet are different model-specific refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated model implementations, so these are not the same change." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model families; no shared code path." + "reason": "GPT-J/CodeGen and EfficientNet are different model implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations, despite the same refactor pattern." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR do not share the same concrete fix, only the broad output-tracing theme." + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model code paths; not a duplicate pair." + "reason": "GPT-J/CodeGen and MPT are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both touch GPT-Neo output tracing in the same file and look like duplicate iterations of the same refactor." + "reason": "Both target GPT-Neo output tracing on the same model code path, so they are plausibly the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are separate model implementations, so these are not the same concrete change." + "reason": "GPT-J/CodeGen versus GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo and ResNet are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different models; same refactor theme is too broad." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert are different models with separate output-handling logic." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths, so this is not the same underlying change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and MGP-STR are different models and fix different code paths." + "reason": "MPT and GPT-J/CodeGen are different implementations." }, { - "left": "pull_request:44071", + "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are not the same underlying bug/change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model implementations." + "reason": "GPT-2 and MGP-STR are different model families." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-J and MGP-STR are unrelated concrete fixes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families; no same-code-path match." + "reason": "ViLT and Flaubert/XLM are different model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J are different model code paths, so this is not a duplicate change." + "reason": "GPT-2 output tracing and GPT-J output tracing are separate changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models; same refactor theme is too broad." + "reason": "GPT-Neo and MPT are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated implementations." + "reason": "SegFormer and LongT5 are different model-specific refactors." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and GPT-J are different code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and LongT5 are different models and fixes." + "reason": "SegFormer and VisualBERT are different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MPT are distinct model implementations." + "reason": "MPT and MGP-STR are unrelated model-specific changes." }, { - "left": "pull_request:44074", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "TextNet and VisualBert are different code paths." + "reason": "RegNet and VisualBERT are different model families." }, { - "left": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are unrelated model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different models; the shared refactor theme is not enough." + "reason": "RegNet and SegFormer are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate model code paths." + "reason": "RegNet and MPNet are different model-specific changes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different models and changes." + "reason": "MPT and SpeechT5 are different concrete code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated implementations." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 do not share the same concrete fix." + "reason": "MPNet and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model code paths." + "reason": "RegNet and GPT-Neo are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are different models." + "reason": "RegNet and LongT5 are separate code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "SqueezeBERT and MPT are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "SqueezeBERT and VisualBERT are different models." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and GPT2 are different model implementations." + "reason": "DeBERTa and TextNet are separate implementations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are not the same underlying change." + "reason": "SqueezeBERT and GPT-Neo are unrelated model changes." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model code paths." + "reason": "MPT and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:43996", + "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": "CVT/FNet and LongT5 are unrelated implementations." + "reason": "MPNet and LongT5 are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and Segformer are different model families." + "reason": "RegNet and GPT-Neo are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different code paths." + "reason": "SqueezeBERT and DeBERTa are different model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated models." + "reason": "DeBERTa and TextNet are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 looks like a direct follow-up or revision of 44066." + "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 and share the same underlying file-level change." + "reason": "Both are GPT-J output-tracing refactors on the same code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are different models, so this is not the same fix." + "accept": true, + "reason": "Both are standardized output-tracing refactors and the packet marks them mergeable." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and ResNet are different model implementations." + "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": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "accept": true, + "reason": "Both are standardized output-tracing changes and the packet explicitly treats them as mergeable." }, { "left": "pull_request:44044", "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different models and changes." + "accept": true, + "reason": "The packet marks these output-tracing refactors as mergeable despite different model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated implementations." + "accept": true, + "reason": "The packet treats these standardized output-handling refactors as mergeable within the same migration pattern." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are generally conservative. The accepted duplicate pairs all have a plausible same-file/same-model basis, especially the GPT-J and GPT-Neo iterations. The cross-model pairs are rejected appropriately. One naming oddity remains in 44085, but the verdict does not overstate that evidence." + "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." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20915,14 +20887,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "daf4fec55da030acfa937262405a8b9b72405b90817768ac33748de47fe86dfd", + "prepared_review_unit_hash": "81fde42e6c9ae028ce7f837c4ef7924a53376dc2fa351c4b7f0c74abb4cc8e98", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, @@ -20937,48 +20909,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths, so they are thematically similar rather than true duplicates.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR stands out in this set; if a representative is needed, PR #44129 is the clearest because it has an explicit issue target and a well-scoped standardized output capture refactor.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best representative of the cluster because it is the most explicitly tied to a tracking issue and clearly centers on the same standardized output-capture migration pattern.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different model implementations with separate forward paths and capture hooks; they are not the same underlying change." + "reason": "Same broad output-capture refactor theme, but they touch different models (FocalNet vs ImageGPT) and different code paths; not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model families; the PRs share a refactor theme but not a common concrete code-path bug or a mergeable single fix." + "reason": "Both are standardized output-tracing migrations, but they are separate model implementations (VisualBert vs TextNet) with distinct edits; not duplicate PRs." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each introduce model-specific output-capture plumbing in different files and layers; this is the same pattern, not the same change." + "reason": "Related decorator-based output tracing refactors, but MPNet and VisualBert are different model code paths and not one mergeable duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different model backends (MPNet vs TextNet) and different forward/output mechanics, so they should not be merged as duplicates." + "reason": "Both migrate output tracing, but they affect different models and one includes tests; too broad to treat as the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated subsystems; both refactor output handling, but they are separate model-local changes with no shared bug fix." + "reason": "Both are model-specific standardized output refactors, but RegNet and SqueezeBert are unrelated implementations and do not fix the same concrete bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert attention tracing and SpeechT5 output capture are model-specific refactors in different architectures; they do not fix the same concrete problem." + "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." } ] }, @@ -21058,274 +21030,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "347d6bb2975d2e8b06e16f0f25354f6ac7c2544206b0f89190de89df8f51add7", + "prepared_review_unit_hash": "0b43a7977db1e97beb9b1157bb28d58ae6f9932743fe675abc0017cbd3d1e8b1", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a batch of separate model-specific output-tracing refactors, not duplicate bug fixes. The PRs share a common implementation pattern (`can_return_tuple` / output-capture cleanup) but target different model families and code paths.", - "confidence": 0.82, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative of the shared refactor theme: it spans two related model files (`falcon_mamba` and `mamba`) and adds the new output-capturing plumbing, making it a good cluster anchor.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest global representative because it is broader than the single-file refactors and most clearly shows the common output-tracing change pattern.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif only, not the same concrete code path." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model paths; both refactor output handling but do different changes." + "reason": "Different models and forward signatures; both are tracing refactors, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate models (`timm_backbone` vs `univnet`); no shared underlying bug or mergeable fix." + "reason": "Unrelated model implementations; only the output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct code paths; similarity is only the generic output-tracing cleanup." + "reason": "Different architectures and code paths; not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `rwkv`); same style of refactor, not the same change." + "reason": "Timm backbone refactor is unrelated to RWKV state/output handling." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; not a duplicate fix." + "reason": "MobileNetV1 and UnivNet are separate models with different output semantics." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `upernet`); same output-tracing pattern only." + "reason": "Separate model families; similar tracing cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` touch different forward paths and model architectures." + "reason": "Different models and changesets; not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder models with different call paths; similar refactor theme is too broad to treat as duplicate." + "reason": "MobileNetV1 tracing refactor is unrelated to vision-encoder-decoder plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are different model stacks; not the same bug/change." + "reason": "Separate model code paths; no shared concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; they only share the refactor style." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths (`vision_text_dual_encoder` vs `upernet`); not a single underlying fix." + "reason": "Different model stacks; only the refactor motif is shared." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are separate architectures; same theme, different change." + "reason": "CLIP-style dual encoder vs Mamba-family refactor; not the same bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` vs `depth_anything`; both adjust output handling but are not the same concrete PR." + "reason": "Different models and output contracts; not one underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model code paths; no duplicate defect or shared fix." + "reason": "UnivNet and UperNet have distinct forward/output paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` vs `mamba/falcon_mamba`; only the generic output-tracing pattern overlaps." + "reason": "No shared code path; both are independent refactors." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`univnet` vs `depth_anything`); not mergeable as one underlying change." + "reason": "Depth-anything and UnivNet are unrelated model changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different architectures and forward paths; same refactor motif only." + "reason": "UperNet segmentation and RWKV recurrence are unrelated subsystems." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` vs `mamba/falcon_mamba`; distinct code paths and different output plumbing." + "reason": "Distinct architectures; similar output-tracing cleanup only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model implementations; similar tracing cleanup is not a duplicate." + "reason": "Mamba-family tracing refactor vs SuperPoint output refactor; different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` affect different forward implementations and return conventions; not the same fix." + "reason": "Both are refactors, but they target different model logic and output behavior." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are different model families; the overlap is only high-level refactoring." + "reason": "Timm_backbone and CodeGen are unrelated models; same broad theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` touch unrelated model code paths; not a duplicate change." + "reason": "Different model families and output signatures; not the same concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` vs `codegen`; same generic output-refactor theme, but different concrete models." + "reason": "UperNet and CodeGen are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are separate implementations; no shared underlying bug." + "reason": "Vision-text dual encoder vs CodeGen are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same change." + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` vs `speech_encoder_decoder`; distinct code paths, only similar refactor style." + "reason": "Different encoder-decoder model families; not mergeable as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated models; not a duplicate fix." + "reason": "Depth-anything tracing refactor vs SuperPoint refactor are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are separate architectures; same output-tracing theme only." + "reason": "Depth estimation and RWKV are different subsystems." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` vs `dpr`; different model code paths and return types, not the same bug/change." + "reason": "Different model families; only a shared refactor style." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; overlap is only the refactor pattern." + "reason": "Vision-encoder-decoder and RWKV do not share a concrete bug or fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` vs `speech_encoder_decoder`; similar wrapper pattern, but different concrete code paths." + "reason": "Different seq2seq wrapper models; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model families; not a duplicate." + "reason": "Vision-encoder-decoder and SuperPoint are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` affect different model wrappers and outputs; not the same fix." + "reason": "Vision-encoder-decoder and DPR are different code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model paths; same style of cleanup only." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` vs `rwkv`; distinct architectures and code paths." + "reason": "Distinct subsystems; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate model wrappers; not a duplicate change." + "reason": "Speech encoder-decoder wrapper vs DPR encoder refactor are different changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated models; only the tracing/refactor motif matches." + "reason": "SuperPoint and RWKV are unrelated architectures." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` vs `dpr`; different code paths and return handling, not the same underlying change." + "reason": "SuperPoint output refactor and DPR forward cleanup are not the same fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct models; same broad output-tracing cleanup, but not a shared fix." + "reason": "RWKV recurrence/output handling and DPR encoder forwarding are different code paths." } ] }, @@ -21355,12 +21327,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "64d4a613513c07698063e39b7479adf643d6664cf2194682d5c4d311e91287e0", + "prepared_review_unit_hash": "d760d9f989595f0637f512a366f85f550f6cbec2d55b1ecaed63067ce9366360", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21368,7 +21340,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21377,18 +21349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers scaffolding (auto registration, docs toc, package init). They do not appear to fix the same code-path problem or be mergeable into one PR.", - "confidence": 0.95, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "If a PR must represent the cluster, #45401 is the cleaner candidate because it is narrower, has an explicit issue target, and is a self-contained Voxtral TTS implementation.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#45401 is the better standalone PR in this pair: it has explicit tracking, a focused scope, and clearer feature intent. #44662 is a separate PenguinVL implementation and not the same change.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL and Voxtral TTS are different model implementations with different codepaths, files, and purposes; the overlap is only generic framework registration/docs, not the same underlying change." + "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." } ] }, @@ -21418,7 +21390,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0dc1e2e980dff3d8317e915f1eddb60e316c5daeeadc5da8b7a0eb4f1b8b6696", + "prepared_review_unit_hash": "26f3976dc59d421efb2eaefbbff04e0b14910b7ce144cf89dafe7559b10832ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -21440,18 +21412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about model/module fusion, but they target different layers and concrete changes: PR #44979 introduces a general Module Fusion API and tests, while PR #45363 wires n-to-1 kernel fusion through KernelConfig across existing integration points. They are related feature work, not the same underlying change.", - "confidence": 0.89, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader, more end-to-end feature implementation: it modifies core model loading/integration code, adds a user-facing example, and connects fusion through KernelConfig. That makes it the better representative for the cluster.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone representative because it is the more complete integration of the fusion feature and touches the actual runtime path, whereas PR #44979 is mainly the API foundation.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the general fusion theme, but PR #44979 defines a generic Module Fusion API while PR #45363 implements n-to-1 kernel fusion via KernelConfig in different files and code paths. They could not plausibly be merged as one duplicate PR." + "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." } ] }, @@ -21481,7 +21453,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9d90558a1d93abd68ad85f06781dba68e61481665578f9edd6d0bc22452d3ea1", + "prepared_review_unit_hash": "588cef41835c9822663ba9a28ec92b9de81df0e855cc903c84bb17e30c1e38b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21503,18 +21475,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex AttributeError by changing the pre-tokenizer access from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer; 45317 is the fuller version with tests.", - "confidence": 0.97, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer description/title.", + "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.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative of the cluster: same underlying code change as 45086, but more complete and validated by tests.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same file for the same issue target; 45317 is essentially an expanded version of 45086 with tests." + "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." } ] }, @@ -21548,52 +21520,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "2aa0f234b08791945081aeba8fac3acaadda999a2776cbb01c59cf5671f631b8", + "prepared_review_unit_hash": "59f4b5de5cb23b7eda9eeba0b6390cd2fdc23907ee57f741290ef32d311fc8f6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the Nemotron family and some shared auto/doc plumbing, but they target different concrete changes: NemotronH refactoring, NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. I do not see duplicate-level overlap.", - "confidence": 0.92, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46332 is the clearest standalone feature implementation in the cluster: it adds Nemotron ASR streaming end-to-end (model, losses, masking, auto mappings, docs). The others are either a different model family/version or a separate architectural refactor, so they are not better canonical duplicates.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #46332 is the strongest representative PR for this cluster because it has the most complete, coherent change set and the richest implementation surface. PR #46565 is a related follow-up for Nemotron 3.5 ASR, while #45115 and #45569 concern NemotronH architecture/model refactoring rather than ASR streaming.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH code, but #45115 is a structural inheritance/weight-mapping refactor and #45569 is a broader model split into NemotronH dense/sparse with docs and auto updates. They are related, not the same concrete change." + "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." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "#45569 is about NemotronH dense/sparse model architecture, while #46565 adds Nemotron 3.5 ASR streaming. Shared auto/docs files do not make them the same underlying change." + "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." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-related, but they target different model versions and code paths: Nemotron ASR versus Nemotron 3.5 ASR. This is a family overlap, not a duplicate PR." + "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." } ] }, @@ -21623,7 +21595,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "bf8cb3894f8d056a3256f4c6ae658bf796efc2501728ab8aae4bd1faa6b63a76", + "prepared_review_unit_hash": "0fe223c0a4a8447ae9be16862bad25964441b6b0bb423d088ff89ef146894e6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21645,18 +21617,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one introduces per-layer heterogeneous configuration, the other builds on that to add heterogeneous modeling/cache support. They are not duplicates and should not be merged as the same change.", - "confidence": 0.92, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the more foundational, self-contained change: it adds the per-layer configuration machinery that the modeling PR builds on.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the best representative of the cluster because it scopes a single coherent feature and provides the config layer needed by the broader modeling work.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different layers of the feature: #45333 adds heterogeneous per-layer config, while #45332 adds model/cache/masking behavior that consumes that config. Related, but not the same underlying change and not something to merge as duplicates." + "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." } ] }, @@ -21686,7 +21658,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a34123231e7373f0c71addcb9c1e0fcb3da0eb84bd40ff0e2b878f99fcdc9581", + "prepared_review_unit_hash": "ce5bc1fa423cbf5bee1c9d55e71090ba18276e017fd85cfb35e8569127101030", "component_budget": { "node_count": 2, "item_count": 2, @@ -21708,18 +21680,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*` files, while #45425 adds focused typing helpers/protocols in `_typing.py` and related modules. The overlap in shared files looks incidental, not like one concrete fix.", - "confidence": 0.86, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "#45415 is the broader umbrella typing PR, spanning many modules plus type-checking config, so it is the clearest representative of the cluster\u2019s theme.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the best representative PR because it is the larger, more central typing pass rather than a narrow helper-type cleanup.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they address different scopes and code paths: a wide repo type-checking sweep versus targeted typing protocol/alias additions. Shared files alone are not enough to treat them as one mergeable PR." + "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." } ] }, @@ -21749,12 +21721,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "84e144de4093796624d772b2e4941e54e33f87e0ec7a4768f6e4248f66a79a4e", + "prepared_review_unit_hash": "67933a25701b183df3033193a53b5f5551651125d2a420f4ba7c6536600d76dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21762,7 +21734,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21771,18 +21743,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one fixes multi-token cached forward in Qwen3.5/Qwen3-next/Olmo hybrid linear attention paths, while the other fixes Mamba2 cache handling when seq_len > 1. The underlying code paths and bugs are different.", - "confidence": 0.94, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. Among the two PRs, #46084 is the cleaner canonical representative because it has a single model focus, an explicit linked issue, and a narrowly scoped cache fix.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#46084 is the best representative PR: it targets one concrete bug in Mamba2 use_cache behavior for seq_len > 1 and is tightly scoped to that fix.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: they address different model families and different failure modes. #45513 changes cached multi-token forward logic for Qwen3.5/Qwen3-next/Olmo hybrid linear attention, while #46084 fixes Mamba2 cache state handling when seq_len > 1. They do not look mergeable into one PR for the same underlying bug." + "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." } ] }, @@ -21812,7 +21784,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "35b5004541f5c489e237098d8312aa7c42d9761e810f5c8763ba3f44c22d1265", + "prepared_review_unit_hash": "c37842d285e16d021fe4dfcdef0332d90d7e0429e45efcd5b8d68587f03ec68a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21834,18 +21806,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism, but they fix different bugs on different code paths: 45548 targets EP + DeepSpeed ZeRO-3 loading/config serialization, while 45662 targets EP + FSDP2 where experts can be overwritten by rank-0 broadcast. Similar area, not the same change.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_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.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative of the cluster because it addresses the more concrete EP correctness bug across loading/sharding paths; 45548 is a narrower loading/serialization fix and not a duplicate.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and fixes: one is ZeRO-3/accelerate loading and config handling, the other is FSDP2 expert overwriting via broadcast. Shared EP context is too broad to treat as the same PR." + "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." } ] }, @@ -21875,7 +21847,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "5432cedf76c6798b21c4de4449d0cd579720fbe78f0d56a27103ebeef210721a", + "prepared_review_unit_hash": "44725c5410975100979268729c11ed13027694a93167ace1ef9474d64b3db909", "component_budget": { "node_count": 2, "item_count": 2, @@ -21897,18 +21869,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision in the testing debug path. PR 45639 fixes the log writer to use worker-specific output, while PR 45645 applies the same core fix and also updates CI log collection to read multiple captured_info files, so they look like alternative/overlapping implementations of one bugfix.", - "confidence": 0.92, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe output fix plus the CI/workflow adjustment needed to consume the split log files, making it the more complete end-to-end change for this bug.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative because it covers both the producer-side collision fix and the downstream log aggregation behavior; PR 45639 is a narrower subset of the same change.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision bug; both modify the same testing debug log path, and 45645 extends the same fix with workflow handling for the split files. They could plausibly be merged into one PR." + "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." } ] }, @@ -21941,52 +21913,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "58eb74f1dd5f00f7b784df1817c9f8568ab94a3d6e538b607397bf28f4d1e2a9", + "prepared_review_unit_hash": "ecdbba4134046468afbb2c296dfa646e7f0c0a40bd031529df678e72bcb2e488", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, - "estimated_input_tokens": 1895, - "estimated_eval_tokens": 4046 + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, - "estimated_input_tokens": 1895, - "estimated_eval_tokens": 4046 + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes one unrelated AutoModel mapping nit with two separate PRs that both add attn_implementation dispatch support, but for different model families. The RecurrentGemma and BLIP-2/InstructBLIP/InstructBLIPVideo PRs are thematically similar yet not the same underlying change.", - "confidence": 0.93, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46401 is the best representative of the meaningful subgroup: it makes a concrete attn_implementation dispatch change across several closely related multimodal models and has the broader, more complete implementation surface. PR #46320 is similar in theme but targets a different model family, and #45670 is unrelated.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #46401 is the strongest standalone PR in the set because it addresses a concrete code-path change, spans multiple affected models in one coherent change, and has substantial implementation/test coverage. It is more representative than the small AutoModel registration nit in #45670.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "These are different changes: one adds a GLMASR AutoModel registration entry, the other adds attn_implementation dispatch for RecurrentGemma. Same repo area only at a very high level, not the same bug or patch." + "reason": "Different changes: AutoModel registration for glmasr vs. RecurrentGemma attn_implementation dispatch. No shared code path or mergeable duplicate bug." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "#45670 is a model-mapping nudge for GLMASR, while #46401 implements attn_implementation dispatch for BLIP-2/InstructBLIP variants. They do not fix the same concrete code-path problem." + "reason": "Different changes: AutoModel registration for glmasr vs. BLIP-2/InstructBLIP attn_implementation dispatch. Same broad library area, but not the same underlying fix." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation-related, but they target different model families and different model classes. This is shared feature work, not a duplicate or mergeable single fix for the same underlying bug." + "reason": "Both add attn_implementation dispatch, but for different model families and different code paths. Too broad to treat as the same concrete change." } ] }, @@ -22016,7 +21988,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ca26dbb2efe28df53d4c0eafe8fb21c6804340ecad70603550010173f78267f9", + "prepared_review_unit_hash": "c9fa95b8229592819c73805be9d946ff6c17a6b7627bb367c35ae4c81630474d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22038,18 +22010,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate: PR 45720 implements TRF003 by adjusting forward return-tuple behavior across model forward methods, while PR 46259 implements TRF018 by refactoring model weight initialization. The overlap in filenames is incidental to broad model coverage, not the same underlying change.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster here; the two PRs target different lint rules and different code paths, so neither should stand in for the other.", + "canonical_pr_reason": "No canonical PR as a duplicate target; the PRs address different lint rules and unrelated implementation areas.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be highlighted, 45720 is the more self-contained change: it addresses a single forward-path behavior across models. 46259 is a separate, broader initialization-rule refactor.", + "best_pr_reason": "PR 45720 is the more focused and self-contained representative: it implements one specific forwarding-rule cleanup across model forward methods.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: TRF003 (forward return handling) and TRF018 (_init_weights refactor) are distinct changes affecting different behaviors, so they should not be merged as duplicates." + "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." } ] }, @@ -22145,7 +22117,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "acc6dee16e01f25991922f6264e2167a2f9ef3e63e3d44d45c1b2b65c3ff98c9", + "prepared_review_unit_hash": "68a12a5fc8d69a9e2ae9b8a2e8eff6dc1fbcea737b1296f7d8ab58914898292b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22167,18 +22139,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are unrelated open PRs that only look similar because they involve tests/infrastructure. PR 45932 is a CI/telemetry and model-code experiment, while PR 46100 is a ViT test migration; they should not be deduplicated.", - "confidence": 0.95, + "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, "canonical_issue_reason": null, - "canonical_pr_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.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the cleaner, self-contained change focused on test migration. PR 45932 is an experimental 'DO NOT MERGE' PR that mixes CI secrets and unrelated model-file edits, so it is a poorer representative.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are different changes. 45932 touches CI/workflow secrets and multiple model implementations; 46100 adds/migrates ViT tests. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + "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." } ] }, @@ -22211,52 +22183,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "a77679dd8f7deeecaf1791f6636b377248ae20b11389faa8574673ac810f9d44", + "prepared_review_unit_hash": "34985c64172bd55e059bfd164ebb4b4b6e82c1b6c000e809e47d1235a711aaf5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8401, - "estimated_input_tokens": 2101, - "estimated_eval_tokens": 4458 + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8401, - "estimated_input_tokens": 2101, - "estimated_eval_tokens": 4458 + "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": "All three PRs are about adding SDPA/attn_implementation dispatch, but they target different model families and code paths (CTRL, T5, wav2vec2-derived audio models). They are thematically similar, not the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.92, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate for the others; if one representative is needed, [T5] Support attn_implementation=sdpa dispatch is the cleanest and most self-contained example of the pattern.", + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2-family attention dispatch changes are architecture-specific and target different implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the best representative because it is narrowly scoped to one model family and clearly implements the SDPA dispatch change without the broader multi-model scope of 46196.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different models and implementation targets (CTRL vs T5). Same feature theme, but not the same bug/change and not plausibly one merged PR." + "reason": "Same general feature area, but different model families and different code paths: CTRL vs T5. Not a single mergeable fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support vs wav2vec2/seamless audio models are separate code paths and separate model families; too broad to treat as duplicates." + "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." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA dispatch, but T5 and wav2vec2/audio model stacks are unrelated enough that they are not the same concrete change." + "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." } ] }, @@ -22286,7 +22258,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "b05910510a2cfe418a40350d92a3bc77f07e16217919502bf7b9fb3451d0899b", + "prepared_review_unit_hash": "1a0f3e9990983c1d965b73f38437d84af27300da82d7badd6e724c44f561749a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22308,18 +22280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-transformers PRs, but they do not look like the same underlying change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas.", - "confidence": 0.84, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue in the cluster. As a PR representative, #46269 is the broader umbrella change and better captures the wider distributed refactor set in this cluster.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the best single representative because it is the larger distributed base PR and subsumes more of the shared infrastructure touched here, whereas #46126 is a narrower EP/Trainer feature integration.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files are not enough: #46126 is specifically EP + Trainer integration, while #46269 is a broad distributed branch-base PR spanning many modules. They do not appear mergeable as one concrete code-path fix." + "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." } ] }, @@ -22381,184 +22353,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "26bb94552e9796fbede1a2203edb3a5494b9bf6e8b8410a0c2188a2fba9c3d99", + "prepared_review_unit_hash": "04836f3dcb9976828684bdac00eca28f57a714cba12ae25e7c4b0deeae0d1dd5", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23361, - "estimated_input_tokens": 5841, - "estimated_eval_tokens": 11938 + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23361, - "estimated_input_tokens": 5841, - "estimated_eval_tokens": 11938 + "serialized_chars": 23357, + "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 all workflow-maintenance PRs, but they mostly touch different files or make different changes within the same workflow. The only near-cluster is the pr-ci-security-gate.yml trio, and those edits address different concerns, so there are no true duplicates here.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most central representative of the only related subgroup: it makes the substantive security-gate behavior change in .github/workflows/pr-ci-security-gate.yml, while the other same-file PRs change different mechanics (permissions/approval flow and workflow reference notes).", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best global representative because it is the clearest, most substantive workflow security change and has the strongest overlap with the other same-file PRs, even though they are not duplicates.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different automation paths; only a generic similarity in CI-related maintenance." + "reason": "Different workflow files and different concerns: self-comment CI message piping vs PR security gating." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow file change; no shared concrete bug or code path." + "reason": "Unrelated workflow changes; one is self-comment CI, the other adjusts PR security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow file change; same broad area but different workflow and purpose." + "reason": "Self-comment CI scripting update is unrelated to a comment-only note in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and different behavior; not the same underlying change." + "reason": "Both are workflow shell tweaks, but they fix different commands in different workflows and are not the same bug." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflow files and distinct fixes; not a duplicate pair." + "reason": "Different workflows and different fixes; no shared code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files with separate changes; no same concrete bug/change." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated edits; only superficial similarity." + "reason": "Different workflows: SSH runner environment handling vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files; these are separate workflow tweaks, not duplicates." + "reason": "Unrelated workflows; SSH runner changes do not match reviewer-assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "One updates ssh-runner, the other pr-ci-security-gate; different workflow behavior and no shared bug." + "reason": "Different workflows and different security concerns; not the same underlying fix." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and distinct workflow logic; not the same change." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files; no evidence they fix the same issue." + "reason": "SSH runner secret handling is unrelated to PR CI security-gate permissions and approval gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are generic workflow updates, but they change different files and behaviors." + "reason": "Different workflow jobs and unrelated functionality." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows with different fixes; not the same underlying problem." + "reason": "Anti-slop permission scoping is unrelated to reviewer assignment checkout ref selection." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated CI behavior changes." + "reason": "Different workflows and different shell-command fixes; not mergeable as one duplicate change." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; no concrete overlap beyond general CI maintenance." + "reason": "No shared bug or code path; anti-slop permissions vs PR CI security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and separate behavior changes." + "reason": "Reviewer assignment and benchmark dispatch logic are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; these are not the same fix." + "reason": "Different workflows and different failure modes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns; not a duplicate." + "reason": "Checkout ref fix for reviewer assignment is unrelated to PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated CI logic changes." + "reason": "Both touch CI workflows, but one changes benchmark triggers and the other changes commit-message parsing." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; no shared bug or change target." + "reason": "Benchmark dispatch expansion is unrelated to PR CI security gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different operational behavior." + "reason": "Build-image tag selection and PR security-gate checks are different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files; only broad CI context overlaps." + "reason": "Different workflows and different fixes; same broad CI area is not enough." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but the changes are about different concerns: security checks versus permissions/approval gating." + "reason": "Same file, but different changes: one adds checkout/diff-based checks, the other narrows permissions and adds an approval guard." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds active security checks while the other swaps in a reusable workflow and comments; different underlying change." + "reason": "The note/comment update is not the same underlying security-gate change as the workflow logic edit." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but these edit different parts of the gate and do not fix the same concrete issue." + "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." } ] }, @@ -22588,12 +22566,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c8cea507182c64838bb0ce43a734c0ad32433aa8b33ebe6204e345eca569eb06", + "prepared_review_unit_hash": "e9354d53b0472ca3103184a89e5315d188dc43089f3a1303c5e32f42686d5913", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22601,7 +22579,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22610,18 +22588,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related at a theme level (both replace direct file-open source inspection), but they change different code paths for different reasons and should not be treated as duplicates.", - "confidence": 0.95, + "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, "canonical_issue_reason": null, - "canonical_pr_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`.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the cleaner representative of the cluster\u2019s theme: it has a focused source-inspection refactor in one code path and includes tests, while PR 46152 is a separate package-resource traversal fix in import_utils.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: they address different underlying behaviors in different modules (_resolve_traversable vs _can_set_attn_implementation). The shared idea of avoiding open() is too broad to imply the same bug or mergeable change." + "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." } ] }, @@ -22653,7 +22631,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "e2a420a32c3e8c964156e024e94d866058597753744bb3270ae39557a8fe7507", + "prepared_review_unit_hash": "f81d69581d98712f6a14a21ddc5c5f29389f88ca8153db9df252cbdad22c15be", "component_budget": { "node_count": 3, "item_count": 3, @@ -22675,30 +22653,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are the same StaticLayer type-hint change in cache_utils.py and should be clustered together; the generation cache max-len fix is a separate change in a different code path.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46474 is the cleanest representative of the StaticLayer.get_seq_length type-hint change: it has the same patch and target as #46173, but a simpler title and identical scope. PR #46436 is unrelated in implementation and bug surface, so it should not be the canonical PR for this cluster.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#46474 is the best single PR for the duplicated StaticLayer annotation fix because it directly matches the code change in cache_utils.py and the same tracking issue. #46173 is effectively the same change; #46436 addresses a different static-cache length handling bug in generation/utils.py.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes: #46436 changes static cache max length selection in generation/utils.py, while #46474 only updates the StaticLayer.get_seq_length type annotation in cache_utils.py. Same broad subsystem, but not the same underlying bug or mergeable into one PR." + "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." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both PRs update StaticLayer.get_seq_length return typing in src/transformers/cache_utils.py and target the same issue #45987. The diffs are effectively identical, so they are duplicates." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative: the packet supports that #46173 and #46474 are duplicate diffs on the same cache_utils.py type-hint change and same issue target, while #46436 is a separate generation/utils.py change with no shared files or target. The soft-edge decisions are appropriately cautious." + "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." }, "evaluator_used": true, "retried": false, @@ -22788,12 +22766,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "2e95f980edea99a22e3a77a3d0f8b8dfd14626ebc379ee5a88d84dcb3fb9d659", + "prepared_review_unit_hash": "8e6b0d06bea4142a7de8bf1a85b2fcc1714cbb2a0fc4be53bfabb63bfc2849e7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22801,7 +22779,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22810,18 +22788,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming sliding-window mask: the right window should include the boundary element (`<= right_window_size` instead of `<`). PR 46546 is the stronger canonical PR because it includes the Moonshine fix plus test coverage, while 46310 is the narrower earlier patch.", - "confidence": 0.94, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix as 46310, plus test coverage and a broader related adjustment, making it the more complete change set.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall PR candidate: it addresses the same concrete bug, is more complete, and adds validation. PR 46310 is essentially a narrower version of the same fix.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying Moonshine streaming right-window boundary bug; both change the same mask logic from `< right_window_size` to `<= right_window_size`, so they are duplicate fixes for the same code path." + "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." } ] }, @@ -22851,7 +22829,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "70e123cd3ad46e00f5ffcdb6e523b2bade9966e5bc87f351330ddaa9d14315ae", + "prepared_review_unit_hash": "99b24df4d8a7794dc48aa5c7e4af746b64707a06daad268147ae5237c5d7b677", "component_budget": { "node_count": 2, "item_count": 2, @@ -22873,18 +22851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model package, docs, and tests. They do not fix the same code-path problem and should not be deduplicated.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better canonical representative because it is a concrete, self-contained model addition with docs and tests, whereas PR 46376 is an infrastructure change for continuous batching.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has the clearest deliverable, broadest implementation scope, and the most complete supporting test/documentation set.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes: continuous batching multimodal support vs. adding a specific HunYuan VL model. They touch different subsystems and are not the same underlying fix." + "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." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a6bb4ee933ec4c57a970574899563bf1d60c6832..c3d2a7847eb6f343c5f32491641876511daf2e9f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260612t000041z", + "analysis_id": "hybrid-model-20260612t060053z", "archived_artifacts": { - "hybrid": "snapshots/20260612T000041Z/analysis-runs/hybrid-model-20260612t000041z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260612T000041Z/analysis-runs/hybrid-model-20260612t000041z/analysis-report-hybrid.llm-reviews.json" + "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" }, 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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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems: multimodal dtype mismatch vs. AMD GPU failure for GPT-OSS." + }, + { + "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." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different concrete failures: GPT-OSS AMD GPU support vs. a broken Nemotron example." + }, + { + "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." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs. ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated model issues: ModernBERT ONNX export vs. Qwen3Moe FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes: ONNX export issue vs. auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different scope: a table-question-answering crash vs. 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." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: export-time ModernBERT failure vs. GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training-time issues: Qwen3.5 embedding unpacking vs. resume/trust_remote_code behavior." + }, + { + "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." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: ZeRO-3 Bert loading index error vs. 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." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Bert ZeRO-3 index error vs. a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different model-specific bugs: mask/index shape mismatch vs. Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: a tensor mask shape error vs. GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different reports: training resume bug vs. broken official Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different domains: Qwen3-vl video StopIteration vs. 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." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different models and failures: BarkProcessor voice preset vs. ModernBERT ONNX export." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy being called vs. 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." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3 NVFP4 execution vs. LoRA merge/save consistency." + }, + { + "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." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: a 2-D weight error during training vs. a collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization and inv_freq initialization/readback." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated bugs: Bert ZeRO-3 loading vs. GPT-OSS MoE tensor-parallel behavior." + }, + { + "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:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: image preprocessor dtype mismatch vs. GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different hardware/model failures: Qwen-3 NVFP4 runtime error vs. GPT-OSS on AMD GPUs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different AttributeErrors in different code paths: Gemma3 config vs. Mistral tokenizer regex patching." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility regressions: torch/transformers version mismatch vs. USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different incompatibilities: a general Torch 2.10 incompatibility vs. a Qwen-3 NVFP4 execution error." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch on Phi-tiny-MoE vs. an MPS histogram integer limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different topics: Liger Kernel cross-entropy invocation vs. Qwen3.5 SFT 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." + }, + { + "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." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs. MPS integer histogram support." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Completely different areas: TRL SFT trainer input handling vs. MPS histogram support." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime bugs: Liger Kernel cross-entropy path vs. Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack failures: DeepSpeed collectives vs. a CustomTrainer API signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: activation-checkpointing/FSDP tensor recomputation vs. GenerationMixin import breakage." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different problems: Liger Kernel cross-entropy use vs. a tensor mask shape mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different scope: GPU/model runtime failure vs. outdated RAG documentation." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model issues: a corrupted checkpoint vs. Sam3 text encoder weights not loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different version/regression claims and different triggers; not the same compatibility bug." + } + ] + }, + "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." + }, + "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:43039|issue:44560", + "issue:44841|issue:45823", + "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:43975|issue:45901", + "issue:43792|issue:45070", + "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": "5d490900840be061f3085869359604af1a2badd530fbe6e6e53f3795910aca6a", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "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)." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern with vLLM is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is a different compatibility issue than the USE_DISTRIBUTED=0 breakage." + }, + { + "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." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video chat-template mismatch are different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS on AMD GPUs is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and Qwen3.5-vl StopIteration are separate bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model processors and different symptoms: Voxtral processor failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization regression is unrelated to outdated RAG documentation examples." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to documentation content." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 incompatibility are different global 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." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as NemotronH load failure." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to PyTorch distributed build compatibility." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to RAG docs updates." + }, + { + "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." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but they arise from different models and zero3/train-loading scenarios." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crashes 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 inference failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config attribute error is unrelated to Gemma4 forward device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure in Qwen3.5 is unrelated to an MPS histogram dtype error in moe code." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram dtype error are different execution paths." + }, + { + "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." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated breakages." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility is separate from Gemma4 device-map mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they affect different models and loading stacks." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss architecture support." + }, + { + "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." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask/index shape mismatch and Qwen3.5 input-embedding unpacking failures are different bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE 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:44492|issue:44512", + "issue:46489|issue:46491", + "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": "2ff7098f9456a00af09e87dc1c459b8af587098d3642b00b1cbb055e07a82103", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic `PretrainedConfig` 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." + }, + { + "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." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: torch dynamo tracing on Mixtral grouped_mm vs missing `Float8_e4m3fnStorage` lookup." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weight translation-model regressions are distinct issues." + }, + { + "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." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model changes." + }, + { + "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." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking with TRL and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and stale docs mentioning a removed command are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one shared code-path bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure 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." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 text-embedding quality regressions are different problem reports." + }, + { + "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." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "`compute_loss` signature break and DeepSpeed ZeRO-3 index-out-of-bounds are unrelated." + } + ] + }, + "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." + }, + "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": 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:43643|issue:45020", + "issue:42947|issue:43856", + "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": "7e653def041d74d0faa6a3272cfc0afa199a2afeda0ec60e6cd45b61322521d3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37919, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "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.", + "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_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." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: bitsandbytes Int8Params init incompatibility vs missing Float8 storage object." + }, + { + "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." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is different from a generic tokenization-change report." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and poor text embeddings are distinct failure modes." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and int4 reserved-memory OOM are separate memory-related issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5MoeTextRotaryEmbedding initialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 performance regression is not the same as HF vs JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as failure to load vesteinn/ScandiBERT." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different issues." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to early-stopping metric configuration." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code=True is narrower than the broader remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory inefficiency are distinct training regressions." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is not the same as Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram integer limitation and Gemma4 device-mismatch in forward are separate bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params initialization." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo's missing tied-weights attribute are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression is much broader than Gemma4 PLE device-mismatch in forward." + }, + { + "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." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are different subsystems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Phi-tiny-MoE dtype mismatch is not the same as Gemma4 PLE device mismatch." + }, + { + "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." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM-125M key error is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." + }, + { + "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." + } + ] + }, + "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": 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": "ca9c3a2fe58bfac50877bef208d0a7e71610f192af54b2b154734dc11d415e5a", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "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.", + "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_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." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are v5 docs regressions about removed pipeline-task references lingering in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral3 lm_head tying is unrelated to silent corruption of non-persistent buffers." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and bitsandbytes init-arg incompatibility are different bugs." + }, + { + "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." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "`compute_loss` signature mismatch and tensor-mask shape mismatch are unrelated failures." + }, + { + "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`." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading and NemotronH checkpoint loading are unrelated model implementation issues." + }, + { + "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." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-tensor length mismatch IndexError; 44805 is the more generic duplicate wording." + }, + { + "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." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer messaging and sleng-bert tokenizer load failure are different tokenizer problems." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weight loading are separate model-loading bugs." + }, + { + "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." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 cross-track token leak and Whisper empty-transcription handling are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage lookup are separate compatibility issues." + }, + { + "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." + } + ] + }, + "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." + }, + "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": 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:44877|issue:45030", + "issue:43596|issue:44661", + "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:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "09ee90cf298f80300c3896645e15a1b1e490e9ed49b56751253633a7c16c8d13", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37431, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different failure modes (video StopIteration vs MPS histogram support error)." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3Moe FP8 failure vs generic meta-device loading regression." + }, + { + "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." + }, + { + "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)." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile paths and different models; not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Completely different features: a script execution problem versus GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated import error and Qwen3Moe FP8 runtime failure." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping helper failure versus Gemma4 forward device mismatch; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors with no shared concrete cause." + }, + { + "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." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: initialization flag handling versus OCR long-input indexing." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert initialization bug is unrelated to tokenizer-mapping-name handling." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading complaints, but they appear to be separate model-specific validation problems." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero-sized partition indexing versus tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared code path; tokenizer mapping and mask-shape indexing are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/placement problems with no evidence of the same bug." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model/runtime issues; sharing 'loading' language is not enough." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap/OOM on Strix Halo are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/Qwen3_moe compatibility and Gemma4 resize_token_embeddings are unrelated problems." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different generation/attention issues." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and Nemotron example breakage are not the same change." + }, + { + "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." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different affected models and different tokenizer-loading failures." + } + ] + }, + "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." + }, + "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": "cdfeb3e51c979d1dd8b19bfdf340ea2dcdc52f0178a06221991f6c7299e00b11", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38251, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE training memory usage 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." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Separate model-loading bugs for different models with different mismatch symptoms." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs Qwen3-VL weight shape mismatch on load." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different topics: GLM5 issue vs quantized-model save/load corruption." + }, + { + "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." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights argument compatibility." + }, + { + "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." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers and stack failures." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device model loading failures." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and failures: SigLIP2 docs/quantization vs GLM5 loading." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading complaints, but different regressions and different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior in PEFT is unrelated to the T5 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." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper pipeline return_language 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." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma bugs with distinct forward/offload behavior." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and mmap disablement are different memory-related issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and quantization formats; not the same underlying bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 device-mismatch forward failures." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." + }, + { + "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." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state serialization and mmap/OOM behavior are unrelated." + } + ] + }, + "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." + }, + "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": 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:45812|issue:46315", + "issue:44683|issue:45823", + "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:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44589|issue:45084", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "5fca6f2e3509d153ebff21d7e7b599c112cfc77c979298b4daf13dca72c4f149", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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`.", + "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_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": "Different model failures: GLM-4.7 unit-test loading vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sinkless crash 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." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in Jupyter notebooks is unrelated to Trainer checkpoint resumption math." + }, + { + "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." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Distinct issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." + }, + { + "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." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in one model." + }, + { + "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." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are unrelated failures." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression is not the same as a performance slowdown in `convert_tokens_to_ids`." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch-compatibility issue is unrelated to Gemma4 PLE device mismatch." + }, + { + "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." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language return regression is not the same as a general tokenization-version 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." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a Gemma4 device placement issue." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and image-preprocessor dtype mismatch are unrelated." + }, + { + "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." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + }, + { + "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." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver positional-encoding behavior." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline/documentation problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with trl SFT trainer." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 incorrect outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." + } + ] + }, + "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." + }, + "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:44671|issue:44991", + "issue:43596|issue:44683", + "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:36032|issue:42915", + "issue:43582|issue:43632", + "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": "d222d76e3a0521fd9f4f8a2689e92f7b2188c6de10ba9e50baa5a61c3b774f17", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "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.", + "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_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." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-related, but one is CamemBERT masked-LM predictions and the other is tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated code paths: Deepspeed zero3/BertModel indexing vs compiled flex_attention on torch >= 2.9." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different problems and fixes." + }, + { + "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." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like behavior is unrelated to compiled flex_attention failures." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are separate issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but they affect different models and different failure mechanisms." + }, + { + "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." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both mention model loading, but they are different models and different root causes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + }, + { + "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." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and iterable-dataset multi-image finetuning failure 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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": 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:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "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:43377|issue:43819", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:43322|issue:43540", + "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": "9e3016981dd00e864d216467dbf9ca6d27e5ec2b25cc9269cc93bc2ff580c024", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37689, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction problems, but they point to different failing paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different components and failure modes: Qwen2.5-VL multi-image iterable dataset vs mistral_common continue_final_message tokenizer behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class-name conflict and custom-model initialization in Jupyter are unrelated bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading is a different path from GGUF loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different error classes and subsystems; no clear shared underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate model-specific loading regressions for different repositories and likely different causes." + }, + { + "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." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor default sampling-rate bug and MIMI padding-mask batching bug are distinct." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "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." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom-model initialization and buffer junk filling are different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a specific Mistral regex patch crash; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA are 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model loading failure and Mistral tokenizer regex crash; no shared code path." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions affecting different loaders/tokenizers." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 model/config failure and init_empty_weights argument mismatch are separate init/load regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type contract are different problems." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM load key error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication and loading a specific model repo are unrelated." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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:44991|issue:46315", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "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:44829|issue:45479", + "issue:44462|issue:45812", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "f0c3fabfc45389ae03e21654a1308ed2d7cd845c7f882707186a7eb060036b11", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37467, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy load logging are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific failures." + }, + { + "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." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breaking in v5 is unrelated to the Strix Halo mmap OOM workaround." + }, + { + "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." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite tokenizer wrong IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and missing Float8 storage object are different errors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "A logging/noise issue is not the same as a tokenizer repository-loading regression." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states per-layer rebuild are unrelated internal bugs." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading and Qwen3 MoE training memory inefficiency are different performance/loading issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized errors are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and Apple Silicon 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." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 degenerate training and single_label_classification num_labels=1 zero-loss behavior are different causes of bad training." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "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." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "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:44186|issue:44265" + ], + "prepared_review_unit_hash": "e323cb4f9c15cfbf333c0b512723f69a60408cd8f64211203bacd2b6a20cd598", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP RAM-efficient loading is unrelated to `ModelOutput` key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend inclusion issue vs a vLLM model-load failure; no shared underlying bug." + }, + { + "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." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression affecting other models; not the same problem." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and failure modes: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation 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." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5 GGUF loading under 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 regression is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Meta-initialization argument incompatibility vs strict config loading for granite_speech; different breakages." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id 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." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression across models vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization-version changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark vs export failure for models using `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." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS 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." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied weights bug vs Bamba SDPA/torch.compile failure; different concrete problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Qwen2.5-VL multi-image finetuning are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to DAC latent/forward mismatch and missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to export failures in compilable-check models." + } + ] + }, + "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": 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:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:41720|issue:45823", + "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:43317|issue:43873", + "issue:43377|issue:44898", + "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:26413|issue:28530", + "issue:41720|issue:44977", + "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:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "0d336c215acd2a7867c53fe99ecd23a20f1506346f8a1d7b4c94f03e3dc6feb3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_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", + "accept": false, + "reason": "Both involve device_map/forward device problems, but they affect different models and error paths (cuda assert vs PLE mismatch)." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "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." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and video processor output shape are different components and failure modes." + }, + { + "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." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Incorrect image/text shape handling and dtype mismatches are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer marker handling and flash-attention generation issues do not share a concrete code path." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "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." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different causes: missing padding-mask support vs Perceiver positional interpolation." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a specific model and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Image/video processing shape bugs and BitNet packed-weight loading bugs are different code paths." + }, + { + "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." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfaulting on load and sinq save/load breakage are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto-device-map assert vs Llava Next load 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." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are separate trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but device-mapping CUDA asserts and flash-attention generation failures are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying metadata are unrelated." + }, + { + "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." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer loading regression are different issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 failure have no shared bug path." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regressions are separate problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape and tokenization changes are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different model parts and bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Extremely high perplexity and changed tokenization are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and bfloat16 dtype mismatches 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." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and 3d_parallel.py 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": 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:43653", + "issue:43708", + "issue:43720", + "issue:43782", + "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:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "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: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:43316|issue:44913", + "issue:43540|issue:43782", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "dcb0cf69e685f80d10058612f3ba025475c94697cb8c81d4bb99dfa9b00a5f44", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype propagation for Blip2 loading; the other is Trainer checkpoint resume step counting. Unrelated bugs." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and runtime paths: Bamba compile/SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py runtime failure." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 loading and kernels v0.15 pipeline import error are unrelated code paths." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "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." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer.compute_loss signature breakage is unrelated to Qwen3 device-mapping cudaErrorAssert." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API consistency issues, but they concern different config classes and different fields; not one underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "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." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping configuration and void segmentation-map processing are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/SDPA and BigBirdTokenizer special-token registration are entirely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "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:45704", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "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:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "26336203811b34262d37e1c2737683b21399fab9a4c58fe9e9dc1a27fb02e05e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45704", + "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." + }, + { + "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." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and tokenization-version changes are different problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Label truncation in gather_for_metrics is unrelated to SAM3 text/box weird behavior." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are distinct documentation issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are unrelated failures." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device map CUDA assertions." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation concern different configuration behaviors." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument error and ScandiBERT loading failure are unrelated tokenizer/model loading bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading regression and PIL backend torchvision requirement regression are different breakages." + }, + { + "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." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are unrelated Qwen3.5 issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor image-size mismatch are different model/process problems." + }, + { + "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." + }, + { + "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." + }, + { + "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": { + "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." + }, + "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:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "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:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "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:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:30064|issue:36331", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "b29f5972667eeeb5746c6270144b8c7a04a57b49a1946e55ca8565fad0730b1b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37397, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a T5/apex memory leak are unrelated issues." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness bug vs T5 decoder-input error-message validation are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different regression reports for different models: SigLIP2 inference nonsense vs CamemBERT masked-LM prediction errors." + }, + { + "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." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local-checkpoint PEFT loading and quantization offloading are different failure modes." + }, + { + "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." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different models and code paths: Deepspeed Zero3/BertModel init vs _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." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map failure and an ImportError for GenerationMixin are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression and list_repo_files() missing revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and DAC.from_latents/STE mismatch are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token decode behavior and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetrV2 differing outputs are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword-argument error and failure to load cjvt/sleng-bert are different tokenizer issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/runtime bugs: Bamba SDPA compile failure vs DAC latent/forward mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask variable collision." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification resolution handling are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the symptoms differ enough that they do not clearly point to the same underlying bug." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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:43335", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43756", + "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: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:43388|issue:46032", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43950|issue:45987", + "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:43540|issue:45381", + "issue:44805|issue:44936", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "ef18b38deb91f4ab5c3a270e71931b4e402e75e6d25b5a9ce355529ff5b43885", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and errors: AutoImageProcessor URL loading vs 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." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs a Gemma 3n variable-name collision." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: SigLIP2 doc/quantization issues vs Kosmos2.5 long-ocr index error." + }, + { + "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." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but for different models and likely different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs AutoTokenizer load failure for a different tokenizer class." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "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." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR indexing." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion vs documentation still mentioning removed pipeline tasks; different change types." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset issue vs unrelated GenerationMixin import error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model/offload paths: Bark CPU-offload mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different video/OCR regressions in different models; not the same underlying defect." + }, + { + "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." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video issues, but they describe different failure modes and model versions." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Shape-mismatch IndexError vs trainer.evaluate() failing after train(); no shared underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation failure; different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message regression vs nonsensical SigLIP2 outputs; different issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor update bug vs Whisper batch_decode skip_special_tokens 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": 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: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:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "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", + "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" + ], + "prepared_review_unit_hash": "b4220490c2fc99a2d05dc602226fe7e9ea60dbe88f2ee375e417eecfdb19ea3b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is 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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor image-size mismatch and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and bfloat16 inference dtype mismatches are different 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." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "A cache sequence-length type mismatch is unrelated to silently ignored return_tensors handling." + }, + { + "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." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "These are distinct loading issues with different failure modes and APIs." + }, + { + "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." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend-install packaging and Mistral regex patch crashes are unrelated." + }, + { + "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." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC STE mismatch are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP class structure inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 differing outputs are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key loading error and broad remote_code breakage are not the same concrete failure." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer backend patching and Gemma4Processor missing _tokenizer are different AttributeErrors." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer 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": "These are different tied-weights warning reports in different model/use-case contexts." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one issue and an FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "ReasoningEffort import failure and continue_final_message behavior are different mistral_common 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": 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:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "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:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:43746|issue:44811", + "issue:38175|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: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": "9079262610ef619d30fa57a5635ebd148de75f6b559dea979bada80974add4dc", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_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." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs tokenizer loading for a specific model." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/runtime bugs: deepspeed zero3 index error vs evaluate-after-train failure." + }, + { + "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." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization in Transformers 5.0." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC.from_latents STE mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight-conversion issue is separate from the video multimodal token-counting bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging dependency mismatch in torch extras vs kernels version/revision requirement are different failures." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities problem is unrelated to OmDet-Turbo 640px/224px input mismatch." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors are not the same as MXFP4 quantization loading 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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Exception-handling bugs in different utilities: protobuf decode-error masking vs bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token handling." + }, + { + "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." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first issue is too vague to match the isolated reproduction of a different bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion issue is unrelated to GPT-oss CUDA OOM." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect 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": 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:42915|issue:44821", + "issue:43606|issue:45859", + "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:42175|issue:43824", + "issue:43577|issue:46512", + "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:43742|issue:44291", + "issue:41720|issue:43540", + "issue:28282|issue:29127", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "86b3c3a289271bbcdbae446fa753147b5246cde78c2e509265fe1d79dd587e66", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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": "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.", + "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_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." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: init_empty_weights argument handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different model/config bug vs image processor URL loading failure." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are different model-specific failures and not the same code-path bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting bug vs perplexity regression on a model/eval setup." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different areas: config attribute missing vs pipelines import failure with kernels versioning." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different regressions and different models/code paths." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on 5.1+ is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs persistence is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model configuration bugs with no shared underlying failure." + }, + { + "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." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift is unrelated to Qwen3.5 save_pretrained visual key regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility is unrelated to kernels import requirements." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2_5_VL symbol import." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "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." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import is unrelated to a specific 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." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon allocator warmup are separate bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression is unrelated to generic tokenization changes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model is unrelated to TrainerState token tracking." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they do not point to the same underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading errors: a missing model key vs unexpected init_empty_weights argument." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for PyTorch is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different models and 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." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 is unrelated to CLIPTokenizer max_length handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen video-input regression are different bugs and model paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + } + ] + }, + "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." + }, + "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:44568|issue:45488", + "issue:38175|issue:44898", + "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:44062|issue:45081", + "issue:44792|issue:44964", + "issue:43906|issue:46468", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "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": "a8b93ba5a9f3b9e5b14e515cf8f6d55b8fe38ddb96663a552d110e0ab0886597", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35932, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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_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." + }, + { + "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." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "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." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "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." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "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." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward and T5 decoder-input validation messaging are distinct bugs." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:43697|issue:45216", + "issue:43720|issue:44898", + "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:43688|issue:43749", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "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": "c94f0e3446502de7c538f47d060f6ede419926e169ca3923afa80375d53b2b35", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35311, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models, different code paths, and different symptoms: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to Perceiver resolution/interpolation failure." + }, + { + "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." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different bugs: DeepSpeed training weight shape error vs LayoutLMv3 box validation message clarity." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel missing PyTorch import is unrelated to NoneType broadcast errors in Trainer/DeepSpeed." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantized save/load corruption are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure and MacOS bus error in CLIP loading are 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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device_map forward mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and errors; no shared underlying bug is evident." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and MLukeTokenizer AttributeError are different tokenizer issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm/torch.distributed dependency issues are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure and Blip2 dtype propagation are 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." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM key-error loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:46365", + "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:44843|issue:44991", + "issue:29159|issue:33357", + "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:43742|issue:44821", + "issue:33666|issue:36010", + "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:43504|issue:43720", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:44554|issue:46365" + ], + "prepared_review_unit_hash": "d22cde64dbde65e4c96d42ea35e883f86ab37cb9afdcb09b851ed00dc484c7d9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP RAM-efficient loading are separate failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "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." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Inconsistent slow/fast tokenizer behavior is unrelated to a MacOS bus error loading a pretrained CLIP model." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to the T5 RMSNorm memory leak." + }, + { + "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." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization and remote DeepSeekV3 implementation divergence are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to config token-ID persistence in DiaConfig." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and broad tokenization changes are unrelated issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "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." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is not the same as failing to load AutoImageProcessor from a URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading and torch.compile+SDPA are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading bug is distinct from accelerate failing to unpack BitNet packed weights." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Loading a preset due to a legacy field is unrelated to processor output-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are different code paths." + }, + { + "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." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness on Apple GPUs has nothing to do with importing Trainer being affected by datasets installation." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading and an MPS attention correctness bug are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489" + ], + "soft_pairs": [ + "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:45823|issue:46050", + "issue:43994|issue:46192", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "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: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" + ], + "prepared_review_unit_hash": "afc03e2d26b11c2b9fad4a7a5b429ea9416e377fc62a62bdc959984c9564472c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in CI is unrelated to DiaConfig token-ID loss and generation IndexError." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8/B200 inference failure are different failure modes and code paths." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading for BitNet and MLukeTokenizer task AttributeError are unrelated subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch during forward is not the same as broken quantized save/load round-tripping." + }, + { + "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." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are different problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Multimodal model load failure is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc example errors are not the same as a model-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation failure are distinct regressions." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer-added-space behavior is unrelated to a MacOS bus error in CLIP loading." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A documentation example issue is not the same as a regression in processor.tokenizer access." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient inflation are unrelated model/training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior and incorrect visual-encoder key saving are different Qwen3.5 bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution failure and flash_attn import KeyError are separate dependency/runtime problems." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to flash-attention generation behavior in Qwen3.5." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated import/runtime issues." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "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:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:44464|issue:46424", + "issue:43504|issue:43606", + "issue:44792|issue:45405", + "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", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "1a2a9f7a3c714a39f21a422af48846b61d98707b2bd2c3faa498b1c6efe0d7e8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to cache max length handling for quantized cache." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained-loading legacy field bug is unrelated to the Bark CPU offload device-mismatch bug." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Bark CPU offload mismatch and a GraniteSpeech CI test issue are unrelated." + }, + { + "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." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A BEiT legacy-field load failure and a BigBirdTokenizer special-token registration bug 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." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys affect different code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading behavior and SQuAD/sinq save-load breakage are different issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less-model crash is unrelated to quantized save/load corruption." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job reporting on failure are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 memory overflow are different issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the _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." + }, + { + "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." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different serve bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope validation list TypeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "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." + } + ] + }, + "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: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:43572|issue:43957", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "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:44792|issue:45563", + "issue:43653|issue:44112", + "issue:43452|issue:46512" + ], + "prepared_review_unit_hash": "401d5d066d8dbf4175005f231c59476314b28d0ad621b8387d8412d11ac74553", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as the canonical choice: it is the clearest standalone bug report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different bugs: bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; same broad area, not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting issue vs device_map=\"auto\" forward device mismatch." + }, + { + "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." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Different failure modes: device placement during forward vs input construction kwargs handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer API regression vs OmDet processor image-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." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs offloading-with-quantization behavior." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import compatibility on Python 3.13 vs backend mapping validation 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." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA inference bug vs DeepSpeed ZeRO-3 training gradient anomaly." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug vs tensor-parallel OOM on model load." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in unrelated code paths and model families." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs tokenizer codec/regression warning issue." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs 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." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 HF/JAX implementation discrepancy." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP text model structure drift." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory-release problem." + }, + { + "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." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id AttributeErrors, but they hit different model configs and load paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs an import error for Qwen2_5_VL." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI stale device-override test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading path bug vs from_config(dtype=...) leaving config.dtype stale." + } + ] + }, + "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:43827|issue:43901", + "issue:44610|issue:44857", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:45759|issue:46512", + "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", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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)." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different model issues entirely: unexpected zero probabilities vs. memory not released on 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." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions after v5 changes, but they cover different APIs and deprecations (pipeline vs. return_all_scores)." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different components and problems: OmDet-Turbo image size mismatch vs. LwDetrImageLoss AMP/CUDA crash." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: DAC.from_latents mismatch vs. qwen3_omni_moe feature-extraction length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs. Bamba torch.compile/SDPA failure; unrelated fixes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection/training issues: float16 AMP crash in LwDetrImageLoss vs. missing auxiliary losses when denoising is off." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs. qwen3_omni_moe feature-length helper behavior; no overlap beyond being runtime bugs." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config, but one is multimodal config unwrapping and the other is stale config.dtype after dtype construction." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs. Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs. BigBirdTokenizer special-token registration/empty decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to GraniteSpeech stale device-override CI 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": 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: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:45381", + "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:46431|issue:46566", + "issue:44448|issue:44743", + "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:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43335|issue:44112", + "issue:44206|issue:45823", + "issue:43335|issue:45593", + "issue:26413|issue:31501", + "issue:34689|issue:35141", + "issue:45310|issue:45478", + "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" + ], + "prepared_review_unit_hash": "a76627b2e8557dbd66da38eacf403a8bc08748cfed33ad47ce81f171945a47dc", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "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.", + "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_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`)." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Completely different problems: missing chat template on a processor versus DiffusionGemma weights stuck on `meta` with `device_map=\"auto\"`." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and bugs: Pegasus output drift across versions versus Qwen3.5 recurrent state reset with cache." + }, + { + "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." + }, + { + "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." + }, + { + "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`)." + }, + { + "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." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." + }, + { + "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." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different mechanisms entirely: LoRA merge with extended vocab versus the categorical-cardinality runtime error." + }, + { + "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." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and a GraniteSpeech CI device-override regression are not duplicates." + }, + { + "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)." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config construction and D-FINE auxiliary-loss handling 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is distinct from the LwDetrImageLoss float16 CUDA crash." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model/tokenizer behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer missing a ReLU is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior after added tokens and a Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures in different places: LwDetrImageLoss AMP/CUDA crash versus dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "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." + } + ] + }, + "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." + }, + "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:38175", + "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:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "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:44448|issue:44977", + "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: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:43976|issue:45440", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "2c27e9aae32046f6968313e878e82fdfb0946453e6349c910006e35f2ec709d8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different failures and models: Siglip2 zero probabilities vs position-id key warnings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to a MacOS CLIP bus error." + }, + { + "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." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to lm_head reinitialization after resizing embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to tp-related OOM on a large Qwen model." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe feature helper bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to multi-GPU CUDA OOM." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 model loading are different code paths." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import is unrelated to loading physical-intelligence/fast." + }, + { + "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." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval embedding dtype mismatch is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention None crash and Gemma4 PLE device mismatch affect different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output mismatch and lm_head serialization inconsistency 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": 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:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:45245|issue:45563", + "issue:43278|issue:43575", + "issue:45372|issue:45406", + "issue:43653|issue:44743", + "issue:44871|issue:44977", + "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:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43994|issue:45412", + "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", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executable export failure and missing training guard are unrelated to the flash-attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs a bare except swallowing errors in FuyuBatchFeature; different code paths and models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Mac bus error in community CLIP loading is unrelated to SigLIP2 doc-example errors." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "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." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "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." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading break and rope-validation TypeError involve different loading/validation paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure during load and quantized-model saving failure are distinct quantization bugs." + }, + { + "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 tokenizer padding/NER crash is a different tokenizer bug from 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." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue and SigLIP2 nonsense outputs are different model problems." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf error masking in tokenizer decode is unrelated to leftover dummy PT classes in the repo." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." + }, + { + "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." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are architecture-specific model implementation bugs, not the same one." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error masking are different root causes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model bugs." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same concrete regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific 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": 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:43994|issue:46369", + "issue:42490|issue:43381", + "issue:43526|issue:44186", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43526|issue:44857", + "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:45003|issue:45440", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "a9494f36581e1c90dccea1cb2cd8c8bd40c6d2b8b803223ad14a828af1be9d55", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 inference quality vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "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." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different components and failure modes: tokenizer loading vs dtype mismatch in inference wrappers." + }, + { + "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." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An ImportError for a specific class is not the same underlying issue as a general dependency problem with transformers." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "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." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bugs are unrelated to a categorical 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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "A deepspeed OOM and an embedding reinitialization bug are not the same code path." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom init breakage is broader than the specific patchtsmixer post_init policy issue." + }, + { + "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." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading misbehavior are different runtime concerns." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API 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": 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:43232|issue:43388", + "issue:43873|issue:44871", + "issue:43931|issue:45216", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "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:43550|issue:43701", + "issue:43575|issue:43742" + ], + "prepared_review_unit_hash": "243219cc64e0697e7416257ee361f657bea654372393e4cdf12ac4d5dbeca792", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "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, + "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_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." + }, + { + "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." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and a tokenizer AutoTokenizer failure are unrelated 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." + }, + { + "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." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video input regression are different model behavior changes." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVision and attention-kernel divergence under torch.compile are different problems." + }, + { + "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." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "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." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and unwrapping text_config for composite Qwen multimodal configs are distinct config-handling bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure and a bare-except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "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." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing and DeepSpeed ZeRO3 deque pop errors are unrelated." + }, + { + "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." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA result divergence in PPDocLayoutV3 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch dependency are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA in Bamba and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM-125M key error are both load-time problems, 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": 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:42175|issue:43316", + "issue:44077|issue:44534", + "issue:45632|issue:46424", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43650|issue:46202", + "issue:44162|issue:44792", + "issue:41950|issue:43475", + "issue:43452|issue:44496", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "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": "ae66f01686a2f1d91b689f1b71c4b5e985eaabbf3c9225601c3d00d8fc52f519", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34764, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 + }, + "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.", + "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_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_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." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is not the same bug as Gemma EOS token config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch differs from Mistral-3 image preprocessor dtype mismatch." + }, + { + "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." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are different v5 behavior changes." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache path collision is unrelated to max_cache_length behavior in quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Exception handling in FuyuBatchFeature is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different model bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma EOS token config mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Nonspecific data request is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are different problems." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to missing fpn_position_embeddings on Sam3 output." + }, + { + "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." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video OOM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and Qwen2_5_VL batched chat-template crash are distinct bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are different from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config issue is unrelated to a tensorflow_text backend mapping error." + }, + { + "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." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization." + } + ] + }, + "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:44734|issue:45406", + "issue:44617|issue:45584", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "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: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", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is 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, + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids regression is unrelated to Sam3-LiteText memory overflow." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Generic non-persistent buffer junk in v5 and GPTNeoX rotary_pct persistence are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are unrelated generation behaviors." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading script bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression in v5.1.0 and a Python 3.13 TorchScript parsing error are different problems." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different models and different failure modes." + }, + { + "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." + } + ] + }, + "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": 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:43335|issue:44190", + "issue:45127|issue:45357", + "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: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:45245|issue:45584", + "issue:44246|issue:45003", + "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": "7688293b93837354258de9a1134af6dc6fa8cc07c3924699e10a9af48aa90e29", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "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.", + "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.", + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs image-classification example failing to load a local dataset; unrelated code paths." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation tensor indexing crash; unrelated subsystems." + }, + { + "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." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet forward-pass device placement bug vs FuyuBatchFeature bare-except error swallowing; unrelated implementation problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit vs Whisper empty-transcription generation failure; unrelated errors." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import behavior vs unsafe sys.modules access in modeling_utils; one is performance, the other is a correctness/safety bug." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal load failure; unrelated." + }, + { + "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." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors vs notebook syntax error; completely 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." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER inputs vs serve KV-cache indexing crash; unrelated." + }, + { + "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." + } + ] + }, + "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:44295|issue:46506", + "issue:27957|issue:35141", + "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: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:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43381|issue:45593", + "issue:44792|issue:46424", + "issue:43901|issue:44496", + "issue:46123|issue:46369", + "issue:43976|issue:44279", + "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": "fc71e9cb12434d43bdca7f129877441ff0f128cbba8dc0dabacceb5b88693289", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "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." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding resize/reinit behavior." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction 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." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing/post_init reinitialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import failure is not the same as token embedding reinitialization." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems: feature-extraction length helper vs PPDocLayoutV3 CPU/CUDA inconsistency." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and model loading failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading and PIL processor torchvision dependency are different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and text-classification docs mismatch are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different issue from FlashAttention failure on Ministral-3." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." + }, + { + "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." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image generation test failure is unrelated to cache max_cache_length handling." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model loading." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch dropping in MaskGenerationPipeline is not the same as sam3-litetext memory overflow." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support breakage and a generic dependency issue are not the same concrete 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args ignored and tie_word_embeddings warning are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling is unrelated to the unrelated 'ADD THE DATA' report." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:41950|issue:45020", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:43299|issue:45357", + "issue:44683|issue:45542", + "issue:38175|issue:44617", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "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:42994|issue:43317", + "issue:45081|issue:45907", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "e6814a293f1e0abd672cace1d43c0e77c563144517196337e13c9ecc6d59cd0e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: a video-classification pipeline processor lookup bug versus a broad remote_code regression." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and code paths: BLIP2 dtype handling versus Qwen3.5 save_pretrained serialization." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated root causes: auto_docstring annotation handling versus Gemma 4 processor-loading import failure." + }, + { + "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." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different examples and different API mismatches." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor selection for video classification is unrelated to Gemma4 PLE device placement in forward." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.x problems: loading a MoE model versus incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is unrelated to the TensorFlow backend installation issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 probability output bug and Sam3Video OOM are different failure modes with no shared code path." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating is a different mechanism from Gemma 4 multimodal token ID defaults." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and PEFT version pinning are separate environment/dependency issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation and stale config.dtype after from_config are distinct config-handling bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." + }, + { + "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." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing/default fields; not the same defect." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." + }, + { + "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." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and the Mistral regex patch crash are different tokenizer-loading paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary loss behavior are unrelated subsystems." + }, + { + "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." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are distinct quantization workflows." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated repository API issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon handling in MLA is unrelated to torch.split return-value handling in GlmMoeDsaIndexer." + } + ] + }, + "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:44623|issue:44749", + "issue:44361|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:45542|issue:45800", + "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:43525|issue:43881", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "5426b52a7692313a59ad464b87a428749c1606df1f1c841fc6f59b78f902fb6f", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained loading failure." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + }, + { + "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." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to incorrect SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are distinct regressions." + }, + { + "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." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 being broken are not the same bug." + }, + { + "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." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs behavior mismatch and intermittent slow import are different issues." + }, + { + "left": "issue:43643", + "right": "issue:43525", + "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." + }, + { + "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:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma-4 zero3 loading 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." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Python version incompatibility are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent slow import and unrecognized model/config error are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils and a stale warning in paged generate do not share the same code path." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "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." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and Gemma-4 zero3 loading failure are unrelated." + }, + { + "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." + } + ] + }, + "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:43550|issue:46506", + "issue:44336|issue:46424", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "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:43257|issue:45137", + "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": "263e4989cc31a2dc39888d128168303bc97fc1a81e27c631b42be9785e840ba9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36811, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a modeling_utils sys.modules access issue." + }, + { + "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." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer import/runtime issue and Gemma eos_token_id config mismatch are unrelated concrete failures." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; different subsystems and failure modes." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting bug vs cache length configuration bug; no overlap beyond being framework issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are distinct import/export regressions." + }, + { + "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." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization regression and resize_token_embeddings/output_embeddings mismatch affect different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL image processor import error and Deepspeed ZeRO3/BertModel index error are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load balancing loss omission for MoE routing and LwDetrImageLoss AMP crash are separate training issues." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "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." + }, + { + "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." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access in modeling_utils." + }, + { + "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." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import/import-time slowdown 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." + }, + { + "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." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not updating output embeddings and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug and tokenization changes across versions are not the same issue." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:45397|issue:45656", + "issue:44368|issue:44977", + "issue:45685|issue:46431", + "issue:43653|issue:44162", + "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:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "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:44749|issue:45310", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "9a65f8456b913940c364d4518766d306afd32bbe7f3cb36cc0d8c478997dc0f0", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "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." + }, + { + "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." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression vs Windows/ROCm torch.distributed import issue; completely different problem domains." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; no shared bug." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE vs missing chat template in processor; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading bug vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config blocking granite_speech loading vs Windows/ROCm distributed import error; 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." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API rejection vs Gemma pipeline token roundtrip issue; unrelated behavior." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embedding warning; different loading problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma \u2581 roundtrip failure; no shared code path." + }, + { + "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." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment vs Windows/ROCm import/dependency issue; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrading transformers; no shared underlying defect." + }, + { + "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." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown regression vs double optimizer.step with DeepSpeed; completely different symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files vs DeepSpeed optimizer-step duplication; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Generic performance regression vs Qwen3.5 MoE from_pretrained error; different areas." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache missing during chunked prefill; both generation-related but 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": 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:44038|issue:44623", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "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:44945|issue:45753", + "issue:45081|issue:45103", + "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": "c834536b45f8510689f2cfa8536c4377f98f6ba2657c0f968deccab5565cc1a9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading on transformers v5." + }, + { + "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." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video missing attribute vs trust_remote_code/AutoConfig field loss are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific gemma-4 zero3 loading failure; no shared concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different issues: backend extras missing TensorFlow vs InternVL2 meta-init 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." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they concern different symbols and likely different API breakages." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different symptoms; not a duplicate." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to a Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 vs continue_final_message on mistral_common are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing attribute and Gemma pipeline roundtrip on \u2581 are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading bug vs pipeline-parallelism output mismatch; different concrete failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (AutoImageProcessor vs HybridCache), so not the same bug." + }, + { + "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." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output issue vs Qwen3.5 image-triggered infinite loop; different symptoms and likely different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Saving quantized models and missing Qwen2.5-VL import are different problems." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different 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." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained moe are different FP8 bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype change during eval and ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TF backend install issue and missing image_utils import are separate problems." + } + ] + }, + "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." + }, + "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:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "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:45405|issue:45712", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:30333|issue:34689", + "issue:44222|issue:44297", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "a16b3a51b4dd9b92111032a3fb7c03b59a6f775d3f22101274e4a2cf226ef441", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "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.", + "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_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." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different concerns: dependency/backend packaging vs leftover dummy classes leaking into API surface." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different code paths: BEiT legacy-field loading failure vs testing-utils race condition." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Packaging/CI mapping cleanup is unrelated to the captured_info.txt worker race." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different failures: Python-version compatibility vs a missing import from image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failure is unrelated to an OOM in deepspeed+adafactor." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformer loading stall is unrelated to tied-embedding reinitialization." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask behavior and generation batching are separate issues." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to MoE load-balancing loss gating." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file output is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug is unrelated to Whisper word-timestamp decoding crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: vitpose breakage vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization and ModelOutput key assignment are distinct bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor missing method and remote-code meta-init incompatibility are different issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a docstring parameter-name mismatch." + }, + { + "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." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to missing Qwen2.5-VL export." + }, + { + "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." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "DeepSeek tokenizer correctness regression is separate from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash is unrelated to auto_docstring handling of future annotations." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation typo." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access and double optimizer-step behavior are different code paths." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen models and different bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-failure reporting is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 model save_pretrained and tokenizer save_pretrained are separate functionality bugs." + }, + { + "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." + } + ] + }, + "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:44297|issue:45656", + "issue:30333|issue:35141", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:22355|issue:28282", + "issue:44448|issue:46132", + "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:44263|issue:45092", + "issue:46209|issue:46431", + "issue:45381|issue:46305", + "issue:43122|issue:46209", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "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": "0afe9fca69fbba134532e4f3539a31d60e012e78da06e16565b27892deb6f476", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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": "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.", + "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_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." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow status and embedding reinitialization are separate training/model state problems." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug is unrelated to non-persistent buffer junk values." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems and missing processor files on save_pretrained are different defects." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing `transformers.onnx` module and missing PyTorch dependency are distinct import issues." + }, + { + "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." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save_pretrained behavior does not match processor artifact omission." + }, + { + "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." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and missing `is_offline_mode` import are separate dependency/API breakages." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing output attribute and MoonshineStreaming window off-by-one are different model logic bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class saved incorrectly and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic config type-checking regression and LlamaConfig head_dim validation are different config constraints." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer is unrelated to remote-code checkpoint meta-initialization compatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure and missing chat template in processor.save_pretrained are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs and MoonshineStreaming frame-window masking are different bugs." + }, + { + "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." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MOE save_pretrained behavior is unrelated to the 50GB shard-size question." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing in serve and lazy cache initialization recompilation are separate runtime issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example script dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus and Kosmos2.5 OCR index errors are different problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading `position_ids` after buffer registration and processor save_pretrained file omissions are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:44279|issue:46328", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:43644|issue:46305", + "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:42831|issue:45753", + "issue:42757|issue:45278", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:44368|issue:46305", + "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:42371|issue:44263", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "afe1a987632ba01ebbecbdf503618f74344e4f7269723e0a720f739aa58a8e1c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: a generic dependency issue vs a SequenceFeatureExtractor padding performance regression." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: loading hangs vs zero probabilities in siglip2-base-patch16-224." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but the quantization methods and failure modes are different." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy degradation vs a 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." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different failure classes: degenerate training with flash_attention_3 vs NaNs after checkout/init." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat-completions request handling vs a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model APIs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific bugs: FP8 accuracy vs Qwen3-VL-Moe behavior on Transformers 5.0." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization on None is unrelated to rotary_pct not persisting on reload." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No relation between an ONNX import failure and tokenizer spacing after added tokens." + }, + { + "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." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to the v5 tokenizer decoder-type regression." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and a Sentence Transformers loading hang are different issues." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A training warning about tie_word_embeddings is unrelated to a streaming mask off-by-one error." + }, + { + "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." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state bookkeeping and D-FINE auxiliary-loss behavior are 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." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command is not the same as a sentence-transformers import NameError." + }, + { + "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." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split indexing bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision bug from missing rms_norm_eps is unrelated to a docstring mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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: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:43493", + "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:45753", + "issue:46326" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "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:42907|issue:43937", + "issue:42907|issue:44964", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "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: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:43493|issue:45753" + ], + "prepared_review_unit_hash": "2d66f50f09ed3f7e17d29447cc13ec4588baafe1e18e48eacbbd5b171a3859ff", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "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.", + "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_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." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different surfaces: a position_ids buffer access error vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "One is about saving dequantized Ministrals/Devstrals; the other is incorrect output under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and models: loading hang vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer loss and an incorrect tied-weights warning are unrelated code-paths." + }, + { + "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." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping is unrelated to loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure is not the same bug as incorrect output from pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are distinct failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model-save corruption and inability to load Phi-4 multimodal are different issues." + }, + { + "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." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant_masks are different tokenizer/template bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "A version-to-version tokenization change is not the same as multimodal assistant mask generation." + }, + { + "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." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training collapse are unrelated model behavior bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load issues are not the same as tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are different example/model issues." + }, + { + "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." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-model saving and gguf_file breaks in from_pretrained are distinct problems." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different missing-export/import issues." + }, + { + "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." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: generic version-drift tokenization vs Deepseek-specific incorrect outputs in v5." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + }, + { + "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." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and multi-label classification empty outputs 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." + }, + { + "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." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model 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": 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:22355", + "issue:29127", + "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: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:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "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:44075|issue:44936", + "issue:45357|issue:45478", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "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:44117|issue:45588", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:39401|issue:44779", + "issue:42673|issue:43906" + ], + "prepared_review_unit_hash": "6c06a2547cf2c477cc7e0469b4d98bc13d247bb06b9eb6d8816a90bcb1b360d0", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated topics: missing transformers.onnx module vs LayoutLMv3 validation message clarity." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different bugs in different code paths: torch.compile attention branching vs SequenceFeatureExtractor.pad performance." + }, + { + "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." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 38617 is a specific missing symbol import error; too coarse to merge." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer failures and different models." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatches in inference." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different loading paths and symptoms: UMT5Encoder weight loading vs AutoProcessor kwargs forwarding." + }, + { + "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." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + }, + { + "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." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility break vs incorrect PyTorch version check in flex_attention are distinct issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args ignored vs trainer.evaluate() failing after train() are separate training bugs." + }, + { + "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." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is an example-script multi-label bug; the other is a pipeline translation-task error message regression." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different areas: qwen3_omni_moe feature-length helper vs flex_attention import version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in model threading is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state bug vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation vs stale warning text are not the same underlying 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." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation about removed pipeline() calls is unrelated to a flex_attention import/version check bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but GPT-2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and sequence-feature padding inefficiency are not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Model init_empty_weights argument error and PretrainedConfig type-checking breakage are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers, but they are model-specific correctness bugs with different symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "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." + } + ] + }, + "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: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:44466", + "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:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:43408|issue:43742", + "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" + ], + "prepared_review_unit_hash": "5b7679d0346e9853aa037c7e9c4c2f8dc5983e88159736a336e8b694d898fe79", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "These are separate testing-utils problems: a minor bug vs a pytest-xdist race on a file." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is unrelated to a save_pretrained checkpoint serialization regression." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: a wrong model-type warning versus a key error for a specific model." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer regression and a noisy logging message are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel execution failure and a testing-utils bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and a missing rms_norm_eps precision issue are different concerns." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A chat-generation crash and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not duplicates." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "A trailing-slash import warning and a VRAM leak under multithreaded dataloading are distinct bugs." + }, + { + "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." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8/B200 inference failure are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning and FineGrainedFP8 accuracy loss are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next load failures with different symptoms and code paths." + }, + { + "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." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and TensorBoard/TensorFlow backend confusion are unrelated." + }, + { + "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." + } + ] + }, + "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:42175", + "issue:42222", + "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: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:42175|issue:42222", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "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:44484|issue:45478", + "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:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44261|issue:44485", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410" + ], + "prepared_review_unit_hash": "e47f39547fed7181b3d3c3527833ccd84dd91862298402e4b2b4c7b152cb2161", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37973, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package/backend installation mismatch and broken vitpose models are unrelated bugs." + }, + { + "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." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM, but they describe different code-path bugs (DSA indexing vs RoPE implementation)." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A generation cache regression is not the same as a testing utility bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A precision warning on bf16 compilation is different from Blip2 dtype fields staying float32." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failures." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support complaints for different models are not the same concrete fix." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor-shape/dtype operations; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 dtype/transpose issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different problems." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crashing without torchvision and a testing utility issue are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "These are distinct GLM-family bugs in different components." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a documentation parameter-name typo." + }, + { + "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." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "The precision discrepancy and the RoPE implementation issue are not the same root cause." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in chunked prefill and partial-batch pipeline bookkeeping are different bugs." + }, + { + "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." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A video-model AutoProcessor crash is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug has nothing to do with testing utilities." + }, + { + "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." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and a mistral_common ReasoningEffort import error are different dependency problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they affect different symbols, packages, and fixes." + }, + { + "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." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal and a quantization save/load regression are unrelated." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:38617", + "issue:42175", + "issue:42490", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "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:44351", + "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:38617|issue:44351", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "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:42490|issue:43012", + "issue:43012|issue:44683" + ], + "prepared_review_unit_hash": "6bf551d0f46296060425562fd4b0fb46a92c60ffbcf22251e745189f1a4a7adc", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37739, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 + }, + "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.", + "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_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." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "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." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config field and quantization offloading problems are different issues." + }, + { + "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." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto-docstring crash under future annotations are separate code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video model loading without torchvision and tokenizer mapping None are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A runtime 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." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures and saving Pipeline objects are different save_pretrained paths." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/dequantization issue is unrelated to an infinite-generation loop on a specific image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An inaccurate pipeline error message and inability to save Pipeline objects are different issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy classes leaking into dir(transformers) is unrelated to a logging message." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config API and noisy logging are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 not supported for NemotronH is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FA2 support and a Python-version compatibility problem are different." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose issue are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription 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." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A model post_init policy issue is unrelated to the Trainer import problem." + }, + { + "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." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption 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." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A path-ending-slash import warning is unrelated to a bfloat16 compile warning." + }, + { + "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." + } + ] + }, + "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:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "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: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: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: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:45276|issue:46077", + "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:43064|issue:44492" + ], + "prepared_review_unit_hash": "4856dc1161b8102fc5865649b697ec370a3857fdd0dafa02326a0fc139c00d91", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "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.", + "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_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." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failure modes: missing internal import versus unintended network access with local_files_only." + }, + { + "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." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Completely unrelated: broken auto-mapping references versus a noisy log 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." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading/regression report and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention behavior, but one is CLIP output fields and the other is GPT-2 attention scaling under specific backends." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and different missing attributes; no shared underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention model internals, but RoPE layer dropping and GLM-5 RoPE implementation are not the same concrete issue." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different area entirely: Qwen3.5 config propagation versus importing Trainer conflicting with datasets." + }, + { + "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", + "accept": false, + "reason": "Both are import errors, but they refer to different removed/relocated symbols and different modules." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but resize_token_embeddings and attention-mask construction are separate bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems: Flash Attention support versus GenerationConfig validation." + }, + { + "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." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline.save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model bugs: Gemma3Config vocab_size missing versus patchtsmixer post_init validation." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving regressions, but they affect different versions, models, and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but they target different version boundaries and failure causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Distinct model problems: Flash Attention support versus D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 bugs with no shared code-path." + }, + { + "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." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different models; no common underlying 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." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs in different model families." + }, + { + "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." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training-state corruption and a typo in cache strategy naming 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": 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: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:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "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:43010|issue:45278", + "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:43010|issue:43976", + "issue:43992|issue:45478", + "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: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" + ], + "prepared_review_unit_hash": "da7e6e48acc689602ed6fd283160582115f2722b6928f155b479fa6a00ff42d8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "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.", + "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_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`." + }, + { + "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." + }, + { + "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`." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking breakage are different compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Model load failure from sorted state dicts is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing `vocab_size` on `Gemma3Config` and wrong optimizer states under FSDP2/PEFT are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky tests and xdist file-race corruption are separate CI problems." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` failure involve different models and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions assignment is unrelated to `patchtsmixer`'s `post_init` validation." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch during `AutoModel` import and tokenizer-loading regression are different loading paths." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions regression is not the same as the CLIP text-model structure mismatch." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A CLIP output-field regression and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in DSA indexer discussion is not the same as DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed flakiness in tests is unrelated to a model-load regression for Phi-4 multimodal." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still hitting the API and `AddedToken(..., special=...)` argument duplication are different tokenizer/loading bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility after upgrade are different regressions." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading older checkpoints after upgrade are not the same bug." + }, + { + "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." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken `transformers env` CLI command and changed behavior in `AttentionInterface.register` are different surfaces." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading API calls and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "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." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors and a slowdown in data filtering after upgrade are unrelated 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:44315", + "issue:44351", + "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: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: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:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "f037f55fd3ee13aa372b32d6099d4aa1bd29b5e83f67cf773bec390cf5b062e7", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36122, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "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.", + "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_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." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3_5Moe, but they describe different missing config fields and different breakages." + }, + { + "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." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and missing image-processor method are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API leakage and an unrelated/garbled issue title are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang and documentation confusion are not the same bug." + }, + { + "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." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and the unrelated title do not match." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training are different problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained pipeline persistence are different issues." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and tokenizer-loading regression are unrelated." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are different topics." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2_5_VL import are different import/CLI issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A docs wording issue and an ImportError from configuration_utils are not duplicates." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated/garbled title versus Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated/garbled issue title do not match." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated/garbled issue title are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8, but one is save_pretrained for moe and the other is inference support." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "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." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache and a cache-strategies typo are not the same issue." + }, + { + "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." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files and a generic bug report 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": 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: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: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:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "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:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|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:44295|issue:45230", + "issue:44704|issue:44908", + "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" + ], + "prepared_review_unit_hash": "7be86c93872b820210fb4b4faa8dc9a6e595b50f813065fa8a8f1f3c733f8b42", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_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." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from removing import * is different from missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a vague complaint that v5 breaks many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different breakages." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategies docs/code is not the same underlying issue as broad v5 breakage." + }, + { + "left": "issue:45278", + "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." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings guidance is unrelated to a cache-strategies 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." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related SAM HQ test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The transformers env command and the inverse_sqrt scheduler are unrelated subsystems." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL 2D bounding-box output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading registered position_ids as a buffer is a specific tensor/buffer bug, while 45230 is too generic to match it." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star removal/performance regression is unrelated to cannot-import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategies typo and SequenceFeatureExtractor.pad list-conversion inefficiency are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance regression is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support regression is not the same bug as broad model breakage after v5." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "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." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() after removals is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args 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." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command regression and lazy loading malfunction are not the same concrete failure." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA/ReLU 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." + }, + { + "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." + }, + { + "left": "issue:45230", + "right": "issue:45478", + "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." + } + ] + }, + "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:43519|issue:44485", + "issue:43519|issue:44908", + "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:43298|issue:46095", + "issue:43606|issue:45468", + "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": "3b35df01b419152acd6041f6c9584c4315fa307ac2462a9c1ec70d87d6bb9fb2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884282, + "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 + }, + "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.", + "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_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." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a DeepSeek-V4 weight transpose bug are distinct problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and forward-doc confusion are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings are unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage complaint does not match the specific Qwen3_5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are separate failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in save_pretrained are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp handling is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "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." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different missing imports: HybridCache vs Qwen3_5ForCausalLM." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder title are not related." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash affect different subsystems." + }, + { + "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." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save_pretrained files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job status reporting and slow checkpoint loading are different failures." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint correction and tokenizer regex-warning regression are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value usage in Mask2former and missing kwargs in loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs passthrough and attention-interface implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug and tokenizer regex warning do not share the same code path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former loss handling is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "ignore_value handling and a quantization-operation typo are different issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs passthrough and a config type-hint mistake are not duplicates." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint error and a typo in quantization code are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4TextL2Norm vs RMSNorm is not the same as a ModernBERT type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "3a3fd7340db0f4e9cad41f7cb08ce8df4201b38c228b00f89436a0b5f64f78aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "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.", + "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_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_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." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: truncation behavior for tokenizers vs. learning-rate scheduler feature request." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change: scheduler functionality vs. speech-model 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": "8623e998be0fb359bb0800f028ad64d5c143be2ce2a179b9f5e22810ea4ac111", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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.", + "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_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." + }, + { + "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." + } + ] + }, + "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": "00759d9a14d6e67ce3d7577ebe3039f85996d8db858641172c417dc36588d096", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution 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, + "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_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." + } + ] + }, + "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": "7e5edff81e8eba135571766d8eac4d9a5be643e6e68100f162f91fcea25459e5", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is 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, + "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_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." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder translation request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Actual Turkish request does not match the placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages, so these are distinct translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request vs. placeholder template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request vs. placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs. generic placeholder; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Actual Romanian request does not match the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different translation requests; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different translation requests; not the same issue." + }, + { + "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." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation issue; no substantive distinction visible." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder translation request; these look duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different translation requests; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different translation requests; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different translation requests; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different translation requests; not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same exact Thai title and near-identical metadata, so this is a clear duplicate pair." + } + ] + }, + "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." + }, + "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": "46bc2c00041ed753d4b0d7b7d7d253e92da2c902970e6a715f6225ed1309fee4", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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.", + "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_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." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different architectures and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests, not one fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR (detection) and LFM2.5 Audio are different tasks and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated models." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request target different implementations." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio address different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model-add tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different models." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like RoPE models are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS support are different model families." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are closely named but distinct modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different implementations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models/tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE encoder and TIPSv2 are separate model requests." + } + ] + }, + "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": "1870ec9990d5dce0917ef28f19fb1749770856a81f451b6d7b939e2c3292d4ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates 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).", + "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_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." + } + ] + }, + "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": "5491d57b103c68152c97b81cbd2eab0e8e235aec707bd5758518d1fe1238c2c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support, with no shared targets or codepath evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, + "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_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." + } + ] + }, + "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": "cfc009f57c4adc314a83d2f025c8f3439cfa9d8bb5b62729a8c228f9b10508ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are 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.", + "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_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." + } + ] + }, + "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": "8962100661bd79174412c5e5d514573179a57d16acdbbfdf91386cce809dd255", + "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 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.", + "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_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." + } + ] + }, + "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": "98bf37d1a9854400a26fff257fbf414d4b1b6215fc8c54dc4c3e060b2ef03e6c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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_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." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No sign of the same underlying issue; 43835 is distinct from the repeated huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient overlap beyond generic similarity; this does not look like the same bug or request." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "All evidence points to the same minimal huggingface issue report, so these are duplicates." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "b4ff61a0dd306d5edad23c08070758c7c1cd90a190b978229d1e8f3b929c0429", + "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": "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, + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion is not the same concrete issue as a spam placeholder." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These titles are unrelated and do not point to one underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a company-name prompt are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "622dd2b3c3a6440b5e77eae8c21a0c961bb0b6254d6f1afb801552a34413d2d5", + "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 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.", + "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_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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "1c6f4f2575b51b6749ae4628eeb49e3621ea83f5217eb928701f9cb66403113c", + "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 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.", + "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_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." + } + ] + }, + "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": "a4326cb46286f4dca9ea43146939aae488b7c3646f30a22e2217d12e77799a59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to be duplicates; they are unrelated low-information entries with different names and dates.", + "confidence": 0.95, + "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 subject names and birth dates, with no shared bug report content or issue context; this does not look like 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": "290dfe1bec42d3f711735b983e6c207a988a8ab0876d44d7b4857738c561aef7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are 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.", + "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": "Titles reference different people and different dates; no body, links, or other evidence indicates 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": 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": "4990dd69d0ecbac502fe64479ee82516ce004bd6df04692fed78ce76b4b7b18b", + "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 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.", + "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_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." + } + ] + }, + "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": "82d2cc5784321861b79f4ddec87e8602a2cd34bd3443b6ba396e7c378e81539d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: identical title and matching body length, with no sign of distinct scope." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete asks: example notebook content versus scraping-service integration; only broad topical overlap." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete asks: example notebook content versus scraping-service integration; not a mergeable duplicate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: identical title and matching body length, indicating the same underlying request." + } + ] + }, + "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." + }, + "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": "4d4ca53ea3fca65504744784928adc9e2e006bcfdfb5c0192ba90f13edc56b6f", + "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": "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.", + "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_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." + } + ] + }, + "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": "597947c72c52239ba06506a7a7759754a817553ee48b246f7fadef5ea43311f5", + "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 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.", + "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_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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": false, + "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": "ba37ae598d145567d965ae624419394c21adc9eb015e6326230d8305e697c722", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs. Mistral4 test/model work. No common concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test and Mistral4 test/model changes are different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test vs. adding a new model family; no shared underlying issue." + }, + { + "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." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model addition vs. Falcon output-capture refactor; not the same fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model addition vs. model-creation skill/docs. No duplicate bug or change." + }, + { + "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." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs. `layrnorm` renaming cleanup; different models and different fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs. model-creation skill; only broad topical overlap." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs. config resolution ordering fix; unrelated change sets." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs. TDT loss kernel integration; different functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs. chat response parsing overhaul; unrelated features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs. model-creation skill artifacts; not the same underlying change." + }, + { + "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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": true, + "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": "704819040b60fbcd6eaa5c8c6ef6eb96efbe046a0e2682e56475bab38113a11f", + "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": "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.", + "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.", + "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.", + "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." + } + ] + }, + "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": "a49731a7371ba856cedc3c40df3a7bd12623c5469645dde508774c9360189f64", + "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": "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.", + "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.", + "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.", + "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." + } + ] + }, + "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": "9e3595855f11d7bd7357b46a92f3aa294252cc4229b15f94a2b58188a5753a7c", + "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": "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, + "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.", + "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.", + "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." + }, + { + "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." + } + ] + }, + "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": "0ee84ea7cf34ff4547de1f64586442af62e9f54943a71a171aeff73d34ffb270", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they are not duplicates.", + "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.", + "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.", + "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." + } + ] + }, + "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": "4dbcc7275a22a599910a0b5fd10024694f03c120b91d19f09e550dff10f1e548", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17506, + "estimated_input_tokens": 4377, + "estimated_eval_tokens": 9010 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17506, + "estimated_input_tokens": 4377, + "estimated_eval_tokens": 9010 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "767bd87d386921514c9549c7c226d94458546c055c7deb45472124a6865d0980", + "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": "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, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are not duplicates and span unrelated codepaths and maintenance changes.", + "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.", + "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." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic vs FP8 dequant/loading fix; unrelated functionality." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper batch/timestamp decoding vs generation watermark/validation changes; not the same issue." + }, + { + "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." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant fix; no shared bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Intentional failing test edits vs generation config validation fix; different purpose and scope." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test assertions in CLIP/ViT vs PhiMoE integration test adjustments; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only changes vs code typo sweep; not the same underlying problem." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 padding/dequant path vs generation validation/watermarking fix; separate codepaths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant fix vs PhiMoE integration test setup; unrelated." + }, + { + "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." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation updates vs code typo cleanup; different changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation fix vs PhiMoE integration test changes; unrelated." + }, + { + "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." + } + ] + }, + "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": "a0d08d5e122ce5044da107e9c8d2d27f3e66a546d28f82539337b10e0ec5f443", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "d0b1b9b4f196fee6f602cd890e7d1fe511e89a97302ca7c6d88402e3354d1c4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "d2e3636d546d533709c217faabd11ff4b32d32f75b92d0b91e3bddd0cbb85b1a", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "8d13e834247ba4c6ffaeb788f2b01833472f7a53002bd76ca508bd988f6032eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and the same TypeAdapter/annotation area, but they address different runtime failures, so they should not be merged as duplicates.", + "confidence": 0.87, + "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.", + "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.", + "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." + } + ] + }, + "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", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "c48f7bad6edf56391610a656e23fd82f522b7a8f9f744fbfbc748da214663a5a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "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, + "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.", + "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.", + "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." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and concrete code paths." + }, + { + "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." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model-specific refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different model implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different implementations." + }, + { + "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." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models with separate output-handling logic." + }, + { + "left": 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only a shared refactor style." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-encoder-decoder and RWKV do not share a concrete bug or fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different seq2seq wrapper models; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-encoder-decoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-encoder-decoder and DPR are different code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct subsystems; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder wrapper vs DPR encoder refactor are different changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint output refactor and DPR forward cleanup are not the same fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV recurrence/output handling and DPR encoder forwarding are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d760d9f989595f0637f512a366f85f550f6cbec2d55b1ecaed63067ce9366360", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "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-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, + "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.", + "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.", + "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." + } + ] + }, + "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": "26f3976dc59d421efb2eaefbbff04e0b14910b7ce144cf89dafe7559b10832ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to fusion 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "588cef41835c9822663ba9a28ec92b9de81df0e855cc903c84bb17e30c1e38b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "59f4b5de5cb23b7eda9eeba0b6390cd2fdc23907ee57f741290ef32d311fc8f6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "0fe223c0a4a8447ae9be16862bad25964441b6b0bb423d088ff89ef146894e6e", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "ce5bc1fa423cbf5bee1c9d55e71090ba18276e017fd85cfb35e8569127101030", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "67933a25701b183df3033193a53b5f5551651125d2a420f4ba7c6536600d76dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "c37842d285e16d021fe4dfcdef0332d90d7e0429e45efcd5b8d68587f03ec68a", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "44725c5410975100979268729c11ed13027694a93167ace1ef9474d64b3db909", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "ecdbba4134046468afbb2c296dfa646e7f0c0a40bd031529df678e72bcb2e488", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "c9fa95b8229592819c73805be9d946ff6c17a6b7627bb367c35ae4c81630474d", + "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 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, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate target; the PRs address different lint rules and unrelated implementation areas.", + "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.", + "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." + } + ] + }, + "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": "68a12a5fc8d69a9e2ae9b8a2e8eff6dc1fbcea737b1296f7d8ab58914898292b", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "34985c64172bd55e059bfd164ebb4b4b6e82c1b6c000e809e47d1235a711aaf5", + "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": "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "1a0f3e9990983c1d965b73f38437d84af27300da82d7badd6e724c44f561749a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "04836f3dcb9976828684bdac00eca28f57a714cba12ae25e7c4b0deeae0d1dd5", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different fixes; no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows: SSH runner environment handling vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflows; SSH runner changes do not match reviewer-assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same underlying fix." + }, + { + "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." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow jobs and unrelated functionality." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permission scoping is unrelated to reviewer assignment checkout ref selection." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different shell-command fixes; not mergeable as one duplicate change." + }, + { + "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." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment and benchmark dispatch logic are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different failure modes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Checkout ref fix for reviewer assignment is unrelated to PR CI security gating." + }, + { + "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." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark dispatch expansion is unrelated to PR CI security gate 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." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; same broad CI area is not enough." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "e9354d53b0472ca3103184a89e5315d188dc43089f3a1303c5e32f42686d5913", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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, + "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`.", + "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.", + "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." + } + ] + }, + "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": "f81d69581d98712f6a14a21ddc5c5f29389f88ca8153db9df252cbdad22c15be", + "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": "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, + "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.", + "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.", + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": "8e6b0d06bea4142a7de8bf1a85b2fcc1714cbb2a0fc4be53bfabb63bfc2849e7", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "99b24df4d8a7794dc48aa5c7e4af746b64707a06daad268147ae5237c5d7b677", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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.", + "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.", + "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." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/manifest.json b/snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0d3f6d6901b35d66a53f33a7495160ef294608ae --- /dev/null +++ b/snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260612t060053z", + "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" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-12T06:11:28Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260612T060053Z", + "variant": "hybrid" +} diff --git a/snapshots/20260612T060053Z/manifest.json b/snapshots/20260612T060053Z/manifest.json index 7688f933cadc748dca35cc820fe0e39626be83d4..e4f9bb9b7cc4515a76af33dd49013c0c4a3d6c04 100644 --- a/snapshots/20260612T060053Z/manifest.json +++ b/snapshots/20260612T060053Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 499 }, "extracted_at": "2026-06-12T06:00:53Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260612t060053z", + "runs": { + "hybrid-model-20260612t060053z": { + "analysis_id": "hybrid-model-20260612t060053z", + "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" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260612T060053Z/analysis-runs/hybrid-model-20260612t060053z/manifest.json", + "model": null, + "published_at": "2026-06-12T06:11:28Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260612T060053Z", "watermark": {