diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 317cebed4c6310a85a222d8a7fa666b5c8c2ae34..475579d7e2dca72a2f736e3c3ef5fbdffc9748e9 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": "20260530T000035Z", - "generated_at": "2026-05-30T00:09:30Z", + "snapshot_id": "20260530T060026Z", + "generated_at": "2026-05-30T06:08:08Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1614,81 +1614,6 @@ } ] }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1994,15 +1919,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a3234665d5e0bc688e75df6cd1a5fd2453bf1456..6a813fa3aa3061157dd358c9fa418d6aea2e37d1 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": "20260530T000035Z", - "generated_at": "2026-05-30T00:09:30Z", + "snapshot_id": "20260530T060026Z", + "generated_at": "2026-05-30T06:08:08Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:24643", "issue:30277", @@ -38,7 +38,6 @@ "issue:43716", "issue:43827", "issue:43828", - "issue:43866", "issue:43901", "issue:43975", "issue:44292", @@ -65,7 +64,8 @@ "issue:45902", "issue:45920", "issue:46015", - "issue:46165" + "issue:46165", + "issue:46294" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -80,21 +80,21 @@ "issue:45901|issue:46015", "issue:44509|issue:44512", "issue:35545|issue:36010", - "issue:44805|issue:45823", "issue:44918|issue:46165", + "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", "issue:43596|issue:44805", + "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:43596|issue:46165", - "issue:44805|issue:44918", "issue:43572|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43039|issue:45161", "issue:43975|issue:44457", + "issue:43039|issue:45161", "issue:44292|issue:44457", "issue:24643|issue:30277", "issue:34928|issue:44805", @@ -103,14 +103,15 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", + "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:34928|issue:41720", "issue:44918|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:45685", "issue:43716|issue:44292", "issue:44292|issue:44918", @@ -128,458 +129,427 @@ "issue:43039|issue:44805", "issue:41762|issue:43596", "issue:39290|issue:41720", - "issue:45237|issue:45901", "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:45823|issue:46294", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:45812|issue:45920", - "issue:44863|issue:46015", - "issue:43866|issue:44863", - "issue:44292|issue:46015" + "issue:44863|issue:46015" ], - "prepared_review_unit_hash": "cac2bcfa1bfd5b36352a84ccb3293cc932249e05d9371bb525c6baf98870a385", + "prepared_review_unit_hash": "8c27f791c6b6262e5a39d8b67c58ba2e31c6a5ae90d230e68378ffa306f9cade", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48403, - "estimated_input_tokens": 12101, - "estimated_eval_tokens": 24458 + "serialized_chars": 48485, + "estimated_input_tokens": 12122, + "estimated_eval_tokens": 24500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Only two soft edges look like true duplicates: the Granite AutoTokenizer regression and the Bert/DeepSpeed ZeRO-3 IndexError; the rest are different models, subsystems, or docs issues.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the broadest clear bug report in the cluster: it covers the same AutoTokenizer v5 regression as issue:45812, but across multiple affected model families and with broader current impact.", + "summary": "This set is mostly thematically related but not duplicate-heavy. I see two strong duplicate pairs: the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports, and the v5 AutoTokenizer wrong-token-ID regression reports. The rest are adjacent but distinct bugs/docs issues.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the shared AutoTokenizer v5 token-ID regression across multiple model families; 45812 is a narrower Granite-specific report of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best duplicate target because it is the most general, actionable report for the tokenizer regression family and is still open.", + "best_issue_reason": "Issue 45920 is the best single issue to anchor the tokenizer-regression subset because it is open, broader in scope, and captures the common failure mode better than the model-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + "reason": "Different failures: missing config attribute in Qwen3.5 vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime bugs: AMD GPU failure vs MPS histogram integer issue." + "reason": "Different models, different backends, and different failures; only broad MoE/GPU similarity." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and failure modes; one is image dtype mismatch, the other is AMD GPU support." + "reason": "Image-preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-related in broad terms, but they are different models and code paths." + "reason": "Both are dtype/device-adjacent, but they are distinct model/runtime bugs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/backend issues; GPT-OSS AMD GPU support is not the same as GraniteMoEHybrid invalid method." + "reason": "Unrelated concrete failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and errors; no clear shared bug." + "reason": "Qwen-3-8B-NVFP4 runtime error is not the same bug as GPT-OSS on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collectives mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different problems: ONNX export vs FP8 config handling." + "reason": "Different model/export failures; no shared concrete bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "ONNX export and CUDA assert under auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are docs/task issues, but they cover different topics and fixes." + "reason": "Table QA crash and outdated RAG examples are separate issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they concern different removed items and documentation areas." + "reason": "Both are v5 docs cleanup topics, but they concern different removed commands/tasks and distinct pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are different code paths." + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." }, { - "left": "issue:44805", - "right": "issue:45823", + "left": "issue:44918", + "right": "issue:46165", "accept": false, - "reason": "Mask shape mismatch and device-map forward mismatch are different bugs." + "reason": "Qwen3.5 embedding unpacking and resume-training/trust-remote-code problems do not share a concrete failure mode." }, { - "left": "issue:44918", - "right": "issue:46165", + "left": "issue:44805", + "right": "issue:45823", "accept": false, - "reason": "Different training/resume issues with no evidence of the same root cause." + "reason": "Generic mask-shape IndexError is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing/shape errors, but the training setups and failing paths differ." + "reason": "Both are IndexErrors, but from different model/setup paths and different root causes." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 IndexError and training resume with trust_remote_code are unrelated." + "reason": "BERT ZeRO-3 init bug is unrelated to locally downloaded model resume behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError/shape-style failures, but not the same code path or setup." + "reason": "Different IndexError symptoms in different code paths; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and video chat-template feature/token mismatch are distinct." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: mask/index shape mismatch vs GPT-OSS tensor parallel issue." + "reason": "Mask/tensor shape issue is unrelated to GPT-OSS TP behavior." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different areas: Qwen3-vl video StopIteration vs resume-training issue." + "reason": "Video embedding StopIteration and training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training failures; no shared bug." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Shape-mask IndexError and SFT embedding unpacking are different failure modes." + "reason": "BERT ZeRO-3 loading failure is not the same as resume-training/trust-remote-code." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression and resume-training issue are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is a different config bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the concrete failures differ." + "reason": "Both involve distributed loading, but the concrete failures are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/Bert initialization bug causing index-0-out-of-bounds during load/train." + "reason": "Same underlying DeepSpeed ZeRO-3 BERT initialization bug: index 0 out of bounds with an empty sharded tensor." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS TP issue are different bugs." + "reason": "Different language/model-specific behavior: detokenization vs LoRA merge/save/load mismatch." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Different issues around detokenization vs LoRA save/load consistency." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP support are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but they are distinct runtime errors on different paths." + "reason": "DeepSpeed training weight-dimension error and collective mismatch are distinct distributed-training failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different shape errors under different training stacks; not the same bug." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is different from a generic mask-shape IndexError." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both concern Qwen3_5Moe rotary embedding, but one is CPU offload compatibility and the other is uninitialized memory after materialization." + "reason": "Same class, but different concrete device paths: CPU offload incompatibility vs uninitialized buffer after to_empty materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 load failure and GPT-OSS tensor-parallel problem are unrelated." + "reason": "BERT ZeRO-3 loading and GPT-OSS tensor-parallel support are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP tensor-size mismatch and CustomTrainer compute_loss signature change are different issues." + "reason": "Checkpointing tensor-size mismatch and custom compute_loss signature breakage are unrelated." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Different distributed-training and model-parallel bugs." + "reason": "Mistral image dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:43828", + "right": "issue:46165", "accept": false, - "reason": "Different model families and error types." + "reason": "Autocast dtype mismatch is unrelated to model resume/trust-remote-code behavior." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config regression and Mistral tokenizer regex crash are unrelated." + "reason": "Gemma3 config attribute missing and Mistral regex patch crash are different code paths." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map mismatch and expensive reverse-embedding lookup are different Gemma4 bugs." + "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "Torch version compatibility and Qwen NVFP4 runtime error do not match." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS MoE TP issue are different bugs." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Different failures in different training/runtime paths." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different model/runtime errors; not the same underlying bug." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral torch dynamo tracing error and Mistral-3 image dtype mismatch are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model and backend issues." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different errors and model families." + "reason": "Distributed collective mismatch and trainer compute_loss signature change are unrelated." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime issue and Qwen3.5 embedding unpacking are different bugs." + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram integer error are unrelated." + "reason": "AMD GPU model failure and RAG docs cleanup are unrelated." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3.5 embedding unpacking are different problems." + "reason": "Liger Kernel cross-entropy call issue and mask-shape IndexError are different failures." }, { "left": "issue:41762", - "right": "issue:43638", + "right": "issue:43596", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are similar in shape but not the same concrete bug." + "reason": "Gemma3 ZeRO-3 loading error and BERT ZeRO-3 loading error are similar only at a high level, not the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they reference different removed functionality." + "reason": "Both are docs regressions, but they concern different removed v5 surfaces." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Mistral image dtype mismatch and Qwen video StopIteration are unrelated multimodal bugs." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/device and MPS backend issues." + "reason": "Autocast dtype mismatch and MPS histogram/int error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Unrelated training bug vs MPS backend bug." + "reason": "Qwen3.5 embedding unpacking and MoE MPS histogram failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different code paths: Liger cross-entropy call vs autocast dtype mismatch." + "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different distributed training and trainer API compatibility issues." + "reason": "Collective mismatch under ZeRO-3 and compute_loss kwarg breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different failures: activation checkpointing mismatch vs GenerationMixin import breakage." + "reason": "Activation-checkpointing mismatch and GenerationMixin import breakage are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU model support issue and outdated RAG docs are unrelated." + "reason": "Model runtime failure and RAG docs issue are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different bugs in unrelated training paths." + "reason": "Cross-entropy routing under Liger Kernel and mask-shape IndexError are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 loading errors, but they involve different models and likely different root causes." + "reason": "Both are ZeRO-3-related, but the concrete model and failure mode differ." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM config regression and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "vLLM Gemma3 config error and Qwen auto-device CUDA assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and removed run-command docs are separate documentation issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support issue and table QA crash are unrelated." + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "TextClassificationPipeline docs and transformers run command docs are different documentation issues." + "reason": "Gemma4 device mismatch and Qwen3.5 video chat-template token mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." + "reason": "Voxtral processor failure and Gemma4 device mismatch do not share a concrete root cause." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different subsystems and failure modes." + "reason": "Liger Kernel cross-entropy and Qwen video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated." + "reason": "DeepSeek detokenization and RAG docs updates are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs for Granite models." + "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader cross-model report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure and RAG docs are unrelated." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH loading failure are different issues." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs issue are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs examples are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one broad tokenizer regression target and one closely related ZeRO-3/Bert IndexError pair, while treating the rest as heterogeneous. The accepted soft-edge duplicates are supported by strong title-level overlap, and there is no clear evidence of overstatement." + "feedback": "The summary and canonicalization choices are grounded in the packet and stay appropriately conservative. The two accepted duplicate pairs are well supported by the titles, and the negative soft-edge verdicts avoid overclaiming. No pull-request mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -592,18 +562,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36010", "issue:39186", "issue:39290", - "issue:40990", "issue:41093", "issue:41762", "issue:43054", @@ -616,7 +585,6 @@ "issue:43572", "issue:43596", "issue:43638", - "issue:43645", "issue:43716", "issue:43792", "issue:43828", @@ -627,33 +595,36 @@ "issue:44291", "issue:44292", "issue:44387", + "issue:44479", "issue:44589", + "issue:44805", "issue:44841", + "issue:44863", "issue:44918", - "issue:44960", "issue:45005", "issue:45020", "issue:45070", "issue:45084", "issue:45161", "issue:45362", - "issue:45399", "issue:45464", "issue:45542", - "issue:45632", "issue:45685", - "issue:45698", "issue:45759", "issue:45800", "issue:45823", "issue:45901", - "issue:45902" + "issue:45902", + "issue:46015", + "issue:46294" ], "soft_pairs": [ + "issue:43866|issue:44863", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:43854|issue:43866", - "issue:43792|issue:45901", "issue:41093|issue:43638", + "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", "issue:43975|issue:45901", @@ -672,293 +643,301 @@ "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:43541|issue:45161", + "issue:44805|issue:44918", "issue:44387|issue:45005", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", - "issue:45020|issue:45800", "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:45542|issue:45800", "issue:43716|issue:44918", - "issue:39186|issue:44918", - "issue:45632|issue:45698", - "issue:43645|issue:45399", - "issue:43404|issue:45005", - "issue:40990|issue:44960" + "issue:39186|issue:44918" ], - "prepared_review_unit_hash": "f9952b960ec7fffc1cd7c478b4611c2082cd2014ce48a2a566b53cbbb57ff4c5", + "prepared_review_unit_hash": "6f5f6d1d35a027b2087aa83b6073715d1f0a921f6fad68a8c5a5c509e0b659a4", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39131, - "estimated_input_tokens": 9783, - "estimated_eval_tokens": 19822 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a heterogeneous mix of unrelated Transformers regressions and model-specific runtime failures. There is no strong duplicate cluster here; the soft pairs look thematically similar at best, but not the same underlying bug or fix.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45698 is the broadest and most representative loading regression in the set: it concerns incorrect custom-module resolution after save/load, has active discussion, and is more general than the narrower model-specific failures around it.", + "summary": "This cluster is mostly a loose semantic grouping of separate HF/vLLM regressions, not one single duplicate set. The only strong duplicate family is the DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, with one additional likely duplicate around Qwen video input regression.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 41093 is the best representative overall: it is a well-documented, generic runtime failure with the strongest duplicate-style shape-error signature in this set and broad triage value.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best anchor for triage because it describes a concrete, user-facing regression with wider applicability than the other items and is easy to action independently.", + "best_issue_reason": "41093 is the most useful global issue to keep: it has the clearest reproduction, broadest error signature, and the most discussion among the close matches.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: checkpoint corruption vs a loadability issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated problems: empty-weights init argument handling vs outdated RAG examples." + }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." + "reason": "Both mention sliding-window concepts, but the concrete model/config bugs are different." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "One is a model-load failure in tests, the other is a corrupted checkpoint; these are not the same bug." + "reason": "GLM-4.7 Flash unit-test loading failure is not the same as Ovis2 checkpoint corruption." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crashes are unrelated code paths." + "reason": "Different error classes and code paths: mask shape mismatch vs ZeRO-3 Bert index error." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "Both are tensor shape/index errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3/BertModel zero-size index error." + "reason": "Whisper load/run failure and table-question-answering crash are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a PretrainedConfig/pydantic regression are different problems." + "reason": "General torch-version incompatibility is not the same bug as the pydantic PretrainedConfig regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert index error is not the same as a torch 2.4.1 vs transformers 5.8.0 compatibility issue." + "reason": "Both are version/runtime issues, but one is ZeRO-3 Bert initialization and the other is a torch/transformers compatibility complaint." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashes do not share the same underlying bug." + "reason": "Different subsystems and symptoms: detokenization vs table QA task crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the pydantic PretrainedConfig regression." + "reason": "Whisper failure is unrelated to the PretrainedConfig/pydantic breakage." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a crash in chat usage and the other is a streaming inference API failure; too different to merge." + "reason": "Both involve Qwen3.5, but one is a model crash and the other is a streaming chat/completions API failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 loading/runtime failure and table QA crashes are unrelated." + "reason": "Empty-weights loading argument error is not the same as a table QA runtime crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config error and Gemma4 device mismatch are different bugs despite both being model-specific regressions." + "reason": "Different models and different failures; only broad subsystem overlap." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights vs corrupted checkpoint are not the same issue." + "reason": "Tied-weight bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and an MPS histogram op error in MoE are different runtime paths." + "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS MoE histogram kernel issue." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral and an MPS Int histogram issue are unrelated backend-specific bugs." + "reason": "Different concrete bugs: torch-dynamo grouped_mm failure vs MPS histogram on Int." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/backend runtime errors, but they affect different models and triggers (torch dynamo tracing vs autocast)." + "reason": "Both are MoE-related, but the failure modes and code paths are distinct." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a template-node compile TypeError are not the same problem." + "reason": "Processor loading failure for Voxtral is not the same as the compile-template-node error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window config error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma/vLLM sliding-window config are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and a Gemma4 device-map mismatch are distinct regressions." + "reason": "Torch/transformers version incompatibility and device mismatch in Gemma4 PLE are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError reports, but one is mask-shape mismatch and the other is Gemma3ForConditionalGeneration under DeepSpeed ZeRO-3." + "reason": "Both are IndexError-style reports, but one is a mask-length mismatch and the other is a zero-sized tensor access in ZeRO-3 loading." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and gpt-oss GGUF support are different feature gaps/issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic breakage." + "reason": "StableLm pad_token_idx regression is not the same as the pydantic PretrainedConfig breakage." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral tracing failure and GPT-OSS MoE tensor-parallel issue are different MoE bugs." + "reason": "Mixtral grouped_mm tracing error and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and TRL SFT embedding unpacking are different failures." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 CUDA reserved-memory/OOM regression is not the same as tied-weights issues on translation models." + "reason": "Int4 OOM regression and tied-weights translation-model bug are not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failures are different model/runtime paths." + "reason": "Different models and different symptoms: autocast dtype mismatch vs chat/completions streaming failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and a pydantic config-field regression are unrelated." + "reason": "Empty-weights init TypeError is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig issue." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad and not the same concrete bug." + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to be the same bug." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3.5 video-template mismatch." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime failures." + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both are Qwen video-input regressions with the same underlying feature/token count mismatch family; the later report looks like a narrower manifestation of the same bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Two index errors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 initialization bug." + "reason": "Mask shape mismatch and ZeRO-3/Bert zero-sized tensor access are different error paths." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 text-embedding quality regression and siglip2 nonsensical AutoModel/pipeline results are related only at the model family level, not the same bug." + "reason": "SigLIP2 quality complaint and nonsensical AutoModel/pipeline output are related in theme but not clearly the same concrete bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen3.5 multimodal internals, but one is from_config text_config unwrapping and the other is uninitialized rotary embedding memory after to_empty(cuda)." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct issues." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and torch-version incompatibility are unrelated." + "reason": "TensorBoard-without-TensorFlow backend issue is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Gemma3 dtype mismatch and Qwen3.5 embedding unpacking with TRL are different model-specific bugs." + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking are different bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking are unrelated training/runtime issues." - }, - { - "left": "issue:45632", - "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-module loading, but one is a trust_remote_code cache-path collision and the other is wrong module selection after save_pretrained; different root causes." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Jupyter custom-model initialization regression and flash-attn2 fallback blocking are separate issues." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "Untied lm_head weights in Mistral3 and tied-weights translation-model regressions are only broadly related, not the same concrete bug." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "High perplexity on gpt-oss and the generic GLM5 issue are not the same failure." + "reason": "ZeRO/FSDP weight-shape error and Qwen3.5 TRL unpacking failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet: it correctly treats the set as mostly unrelated regressions, identifies the clear ZeRO-3/Bert out-of-bounds family, and the one accepted soft duplicate (44479/46294) is conservative. The negative soft-edge calls also stay cautious and supported by the titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -967,28 +946,29 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36331", "issue:38175", "issue:39692", + "issue:40990", "issue:41553", "issue:41628", "issue:41762", "issue:42915", "issue:42947", "issue:43054", + "issue:43404", "issue:43493", - "issue:43643", "issue:43644", + "issue:43645", "issue:43828", - "issue:43856", "issue:43866", "issue:43872", "issue:43873", @@ -1001,7 +981,6 @@ "issue:44387", "issue:44403", "issue:44451", - "issue:44488", "issue:44492", "issue:44512", "issue:44530", @@ -1011,20 +990,24 @@ "issue:44910", "issue:44918", "issue:44928", + "issue:44960", "issue:45005", - "issue:45020", "issue:45237", "issue:45399", "issue:45507", + "issue:45632", "issue:45663", - "issue:45685", + "issue:45698", "issue:45701", "issue:45800", - "issue:45823", "issue:45859", "issue:45902" ], "soft_pairs": [ + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", @@ -1045,259 +1028,241 @@ "issue:43866|issue:44403", "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:45663|issue:45902", "issue:43054|issue:45701", + "issue:45663|issue:45902", "issue:44910|issue:45859", "issue:42947|issue:44387", "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45237", - "issue:43054|issue:43493", - "issue:44403|issue:44488", - "issue:43643|issue:45020", - "issue:42947|issue:43856", - "issue:41762|issue:42915", - "issue:45685|issue:45823", - "issue:43881|issue:43883" + "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "0c7fe892f5a62240d6b98e084cc420d4e9d6b85044cf89da5d881fda92a99167", + "prepared_review_unit_hash": "34798fd0b91053896e3d0250dc7800e97b0691d6f55f9f1635606fee7d4a6843", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37581, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 32, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different issues; the only strong duplicate cluster here is the Transformers 5.x non-persistent-buffer corruption regression. No PRs were provided.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43950 is the clearest, most general report of the non-persistent-buffer regression and best captures the underlying core bug shared by the related variants.", + "summary": "This cluster is mostly a mix of unrelated transformer issues, but there are two clear duplicate subgroups: a non-persistent buffer corruption regression in v5, and a SigLIP2 HF-vs-JAX implementation mismatch. I only accepted soft edges where the titles point to the same concrete bug path.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best umbrella issue: it clearly describes the v5 non-persistent buffer corruption regression, and the accepted nearby reports (issue:43644, issue:44534, issue:45902) are narrower manifestations of that same loader/materialization bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it states the root regression directly, is broadly applicable, and subsumes the narrower buffer-corruption symptoms.", + "best_issue_reason": "issue:43950 is the most representative and actionable issue in the cluster because it states the root regression directly, not just a symptom or model-specific instance.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but they describe different failure modes: cache-path collision vs wrong module resolution after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated problems: Jupyter/custom-model initialization vs flash-attn2 fallback being blocked." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they are different model families and likely different code paths; too broad to merge." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are perplexity-related, but on different models with no sign of the same underlying bug." + }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: FineGrainedFP8Config vs flash-attn fallback gating." + "reason": "Different failures: FP8 config loading vs flash-attn2 fallback logic." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights translation-model behavior." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different problem from tied weights in translation models." + "reason": "Quantization/offloading behavior is not the same as the translation-model tied-weights issue." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer activation bug vs docs cleanup." + "reason": "A DSA indexer algorithm discussion is unrelated to a docs command removal." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure for NemotronH is not the same as tied-weights v5 issues." + "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and symptoms: TRL input unpacking vs invalid method call." + "reason": "These target different model/training failures with no common concrete code path." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to removed run-command docs." + "reason": "Both are docs/nits, but one is a typo and the other is an outdated command; not the same change." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug and NVFP4 load error are different model-specific failures." + "reason": "Different models and different tokenization/runtime failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3 NVFP4 loading failure does not match GraniteMoEHybrid invalid-method failure." + "reason": "Unrelated model execution failure vs invalid method call in a different model class." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers 5.x." + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is just a shorter wording of the same bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors are not the same as a general SigLIP2 embedding-quality regression." + "reason": "SigLIP2 docs-example errors are not the same as a model quality/regression report." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same non-persistent-buffer junk/corruption bug in v5." + "reason": "Same loader regression: non-persistent buffers are being filled/corrupted during v5 loading/materialization." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same as Qwen3.5 3D position_ids/SDPA fallback instability." + "reason": "Different dtype/autocast vs Qwen3.5 position-id/SDPA behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API kwarg mismatch and DeepSpeed ZeRO-3 loading index error are unrelated." + "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Missing AutoImageProcessor export is not the same as torch/transformers version incompatibility." + "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and Float8 storage lookup error are different quantization issues." + "reason": "Two different quantization/storage incompatibilities; no shared underlying bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "The Qwen3_5Moe inv_freq uninitialized-memory bug is a concrete manifestation of the same non-persistent-buffer regression." + "reason": "45902 is a specific manifestation of the same non-persistent-buffer bug after meta -> to_empty(cuda) materialization." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is not the same as generic loading noise." + "reason": "Corrupted checkpoint vs loading noise are different issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 symptoms." + "reason": "Same model family, but zero probabilities and poor text embeddings are not enough to prove the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad Voxtral tokenizer error message is unrelated to Molmo tied-weights attribute failure." + "reason": "Bad tokenizer error message and missing attribute on a model class are different problems." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5Moe buffer initialization." + "reason": "SigLIP2 embedding quality vs version-dependent tokenization changes are unrelated." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "SigLIP2 embedding quality regression is not a tokenizer-version-change issue." + "reason": "Gemma4 FSDP2 shared_kv_state bug is unrelated to non-persistent buffer materialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal-memory-access on Qwen3.5 is different from CPU-offload rotary-embedding incompatibility." + "reason": "Different Qwen3.5 failures: Flash Attention memory access vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." + "reason": "Gradient checkpointing inefficiency and int4 OOM are separate memory issues with different causes." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading error is unrelated to glm-4v-9b loading failure." + "reason": "Tokenizer error messaging and model loading failure are not the same issue." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and ScandiBERT load failure are not the same bug." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Generic loading noise and sleng-bert load failure are different reports." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram support error is unrelated to Gemma4 device-map mismatch." + "reason": "Generic loading noise is not the same as a model-specific load failure." }, { - "left": "issue:45020", - "right": "issue:43643", + "left": "issue:44960", + "right": "issue:45237", "accept": false, - "reason": "Broad remote_code breakages are not specific enough to match the missing-fields AutoConfig bug." + "reason": "Different models and different hardware/runtime problems." }, { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are different problems." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to Qwen3Moe FP8 config failure." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "Device/backend-specific MPS issue is not the same as Gemma4 forward device mismatch." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "glm-4v loading failure and Molmo missing attribute are different model bugs." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "These are separate model-loading failures, not the same underlying issue." + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch: HF behavior diverges from the original JAX reference and produces degraded outputs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative and correctly identifies the non-persistent-buffer regression cluster (43950/43644/44534/45902) while treating the rest as distinct. No PR pairs were present, so there\u2019s no mergeability concern." + "feedback": "The canonical issue choice is well grounded in the packet, and the accepted soft edges are conservative overall. The non-persistent-buffer cluster is strongly supported by matching titles, and the SigLIP2 pair is plausible given the HF-vs-JAX discrepancy vs degraded-embedding symptom. No obviously overclaimed merges stand out." }, "evaluator_used": true, "retried": false, @@ -1310,26 +1275,24 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:24643", - "issue:30064", "issue:36331", "issue:41093", "issue:41553", + "issue:41762", "issue:42491", "issue:42915", "issue:42947", "issue:43257", - "issue:43366", "issue:43404", - "issue:43638", + "issue:43643", "issue:43742", "issue:43782", "issue:43792", @@ -1337,18 +1300,19 @@ "issue:43827", "issue:43828", "issue:43854", + "issue:43856", "issue:43866", "issue:43872", + "issue:43881", + "issue:43883", "issue:43940", "issue:43950", "issue:44220", "issue:44291", "issue:44368", - "issue:44479", + "issue:44403", "issue:44488", "issue:44509", - "issue:44530", - "issue:44560", "issue:44661", "issue:44805", "issue:44863", @@ -1363,266 +1327,249 @@ "issue:45399", "issue:45538", "issue:45588", + "issue:45685", "issue:45823", "issue:45923" ], "soft_pairs": [ - "issue:44991|issue:45399", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43881|issue:43883", "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:43782|issue:44960", - "issue:43742|issue:45399", "issue:45020|issue:45356", + "issue:43742|issue:45399", "issue:43404|issue:43950", - "issue:43638|issue:45823", - "issue:42915|issue:45020", "issue:43827|issue:44509", + "issue:42915|issue:45020", "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43257|issue:43866", - "issue:41553|issue:44991", "issue:42947|issue:45923", - "issue:36331|issue:41093", "issue:43940|issue:45313", - "issue:44928|issue:45588", - "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41553|issue:44991", "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:44928|issue:45588", "issue:43872|issue:45538", - "issue:44479|issue:44560", - "issue:41093|issue:44805", - "issue:41553|issue:44488", - "issue:44530|issue:44863", - "issue:24643|issue:30064", - "issue:43366|issue:43828" + "issue:41093|issue:44805" ], - "prepared_review_unit_hash": "4f3a8f517ce057ebe6e79f03a3d4607bc39380e759a567e184b6f4b412744d27", + "prepared_review_unit_hash": "5ecf162adac888c92644b64e5514889d5bdf6fa166efed1b145a5e3615ea5357", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37052, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, DeepSpeed, docs, and vision/audio issues that only share superficial keywords. A few soft pairs are true duplicates or near-duplicates, mainly the docs cleanup and the mask-shape error; most other pairs should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is safe here because the cluster spans multiple unrelated bug classes and model families; only a few soft pairs are genuine duplicates.", + "summary": "Mostly heterogeneous cluster. The only clearly confirmed duplicate issue pair is the exact mask/tensor shape mismatch between 41093 and 44805; 43872/44291 also look like the same `_is_hf_initialized` loading regression. The docs/pipeline-removal pair 43827/44509 is not supported as a duplicate here.", + "confidence": 0.93, + "canonical_issue_reason": "41093 is the best canonical issue because 44805 is the same mask/tensor shape mismatch IndexError and 41093 is the earlier, clearer report.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate stands out as a representative duplicate target; the cluster is too mixed to normalize to one issue.", + "best_issue_reason": "41093 is the strongest representative issue: it has an exact duplicate in 44805, while the rest of the cluster is too mixed to collapse into one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Different failures: tokenizer loading regression vs flash-attn fallback being blocked by extra checks." + "reason": "Noise in loading messages vs a concrete model-loading failure for a specific model; different bugs." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a model compatibility break on hf4.x\u2192hf5.x and the other is a config warning about tie_word_embeddings." + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is a broader regression; not the same concrete issue." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "ImportError for a missing class is unrelated to the bitsandbytes Int8Params `_is_hf_initialized` TypeError." + "reason": "Gradient-checkpointing effectiveness and MoE memory usage are different problems." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Broad remote_code loading regression vs a Gemma4 device placement bug; different code paths." + "reason": "Different models and different failure modes during loading." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "`add-new-model-like` tokenizer mapping failure is not the same underlying bug as remote_code loading breakage." + "reason": "MPS integer histogram support and Gemma4 device mismatch are unrelated." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + "reason": "LoRA compatibility break across versions is not the same as a warning about `tie_word_embeddings`." }, { - "left": "issue:45081", + "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash is a different issue from flash-attn fallback gating." + "reason": "Tokenizer-loading regression and flash-attn fallback gating are separate code paths." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Different model families and symptoms; one is a Qwen3VL weight_only load error, the other is a GLM5 issue." + "reason": "GLM loading failure and Molmo tied-weights metadata are different bugs." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "KeyError loading MobileLLM is unrelated to flash-attn fallback logic." + "reason": "Qwen2.5-VL import failure is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." }, { "left": "issue:45020", - "right": "issue:45356", + "right": "issue:45823", "accept": false, - "reason": "Remote_code breakage and Kimi tokenizer codec regression are different bugs." + "reason": "Generic `remote_code` breakage and Gemma4 device placement mismatch are not the same bug." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "lm_head weight tying bug is not the same as non-persistent buffer corruption in from_pretrained()." + "reason": "Tokenizer-mapping failure and `remote_code` regression differ in root cause and symptom." }, { - "left": "issue:43638", + "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error with a non-pretrained Bert model is unrelated to Gemma4 device mismatch." + "reason": "Autocast dtype mismatch is a different failure mode from device mismatch." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure is a different issue from remote_code model loading regressions." + "reason": "Tokenizer regex crash and flash-attn fallback checks are unrelated." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both report the same docs regression: stale pipeline task references that should have been removed in v5." + "left": "issue:43782", + "right": "issue:44220", + "accept": false, + "reason": "Qwen3VL weight-only loading and Whisper feature extraction are different issues." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Whisper runtime failure is not the same concrete bug as `_torch_extract_fbank_features()`." + "reason": "Importing Qwen2.5-VL and the `_is_hf_initialized` loading error are unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` constructor-argument incompatibility during model loading/init_empty_weights." + "reason": "Both describe the same `_is_hf_initialized` loading regression during model initialization/loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and bitsandbytes parameter construction error are unrelated." + "reason": "Qwen3 MoE FP8 failure and the `_is_hf_initialized` bitsandbytes incompatibility are unrelated." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Weight conversion on load and a corrupted checkpoint are different root causes." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is an actual tokenizer load failure for a different model." + "reason": "Ineffective gradient checkpointing and a missing capability flag are not the same bug." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Gradient checkpointing ineffective under PEFT LoRA is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Both are ZeRO-3 loading problems, but they affect different models and describe different missing-weight symptoms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `num_items_in_batch` argument and mask/tensor shape mismatch are unrelated trainer/runtime errors." + "reason": "`compute_loss` kwarg handling and a mask-shape mismatch IndexError are unrelated." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but they affect different Qwen variants and describe different loading failures." + "reason": "Bad error messaging for Voxtral is not the same as a tokenizer-loading regression for another model." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention `s_aux=None` crash." + "reason": "Different model-loading failures for different architectures." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but one is missing weight conversion and the other is gradient averaging with GAS." + "reason": "Weight conversion on load and gradient averaging under DeepSpeed GAS are different bugs." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "GLM-4.7-Flash test-loading failure is unrelated to NemotronH checkpoint loading." + "reason": "RLHF gradient explosion and the flash-attention `s_aux=None` crash are unrelated." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility has nothing to do with CLIPTokenizer's `model_max_length`." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, with one being a model-specific manifestation." + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer `model_max_length`." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError class: mask length and indexed tensor length mismatch." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Voxtral tokenizer error-message issue is not the same as failure to load `cjvt/sleng-bert`." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "Exact same mask/tensor shape mismatch IndexError; 44805 is a repeat of 41093." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:43827", + "right": "issue:44509", "accept": false, - "reason": "DeepSpeed training `weight must be 2-D` and void segmentation map processing are entirely different bugs." + "reason": "Both are docs-related, but the packet does not support treating them as the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs are plausible duplicates or near-duplicates based on the titles/bodies, and the rejected pairs are generally separated for defensible reasons. No overstatement of evidence stands out." + "accept": false, + "feedback": "The result is mostly conservative, but the summary overstates the evidence: it claims a true docs/pipeline-removal duplicate pair, yet the only soft pair for 43827/44509 is marked false. That internal inconsistency means the summary is not fully grounded in the packet. The exact 41093/44805 duplicate and the 43872/44291 loading regression look supported, but the docs pair should not be described as a true duplicate unless the verdict is changed accordingly." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1632,17 +1579,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ + "issue:24643", + "issue:30064", "issue:36010", "issue:38175", "issue:39692", + "issue:41553", "issue:41720", "issue:42491", "issue:42617", @@ -1654,33 +1604,31 @@ "issue:43596", "issue:43632", "issue:43638", - "issue:43644", "issue:43645", "issue:43646", "issue:43720", "issue:43824", + "issue:43828", "issue:43950", "issue:43957", "issue:43994", "issue:44155", - "issue:44451", + "issue:44479", "issue:44488", - "issue:44534", + "issue:44530", "issue:44560", "issue:44589", "issue:44661", "issue:44756", "issue:44805", + "issue:44863", "issue:44877", "issue:44910", "issue:44918", "issue:44960", "issue:44977", "issue:45030", - "issue:45276", - "issue:45313", "issue:45325", - "issue:45357", "issue:45584", "issue:45663", "issue:45685", @@ -1689,258 +1637,265 @@ "issue:45902" ], "soft_pairs": [ + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", + "issue:43645|issue:43646", "issue:44560|issue:45685", "issue:43550|issue:44910", - "issue:43645|issue:43646", "issue:43366|issue:44589", - "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:42915|issue:43957", + "issue:44560|issue:44918", "issue:43824|issue:43957", - "issue:44661|issue:45823", "issue:36010|issue:42915", + "issue:44661|issue:45823", "issue:43632|issue:45834", - "issue:44560|issue:44805", "issue:38175|issue:43994", "issue:44155|issue:45584", + "issue:44560|issue:44805", "issue:43638|issue:44661", + "issue:44877|issue:45030", "issue:43596|issue:44661", "issue:44661|issue:44805", - "issue:44877|issue:45030", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:42491|issue:43720", "issue:44960|issue:44977", - "issue:41720|issue:42915", - "issue:44451|issue:44488", - "issue:45313|issue:45357", - "issue:42491|issue:45276", - "issue:43644|issue:44534" + "issue:41720|issue:42915" ], - "prepared_review_unit_hash": "e7bd24304d3344b61a8073c4ec1ef94542bbe9500b360690fdd94a750d912a6f", + "prepared_review_unit_hash": "c76c235ad42a109c78423af5498dd472e79a9ec90b44ff7949e3304c85e5a073", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36384, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. Clear duplicates only appear in a few small subgroups: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and the SigLIP2 bad-output reports. Most other pairs are model-specific issues with different root causes.", - "confidence": 0.82, - "canonical_issue_reason": "43950 is the clearest and most general statement of the non-persistent-buffer regression, which is the strongest duplicate theme in this set.", + "summary": "The cluster is mostly a set of unrelated issue reports across different models/features. The only clear duplicate-like pair is the Transformers 5.0.0 custom model initialization regression (43645/43646); the rest are distinct bugs with only superficial topic overlap.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the broadest, most general statement of the custom model initialization regression, while issue:43645 is a narrower Jupyter-notebook-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue: it precisely describes the underlying v5 regression and is broad enough to anchor the duplicate subgroup.", + "best_issue_reason": "issue:43646 is the best canonical issue because it captures the underlying regression cleanly without the extra notebook-specific framing.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3.5/video-related, but they describe different failure modes and model scopes; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading errors, but one is Voxtral tokenizer messaging and the other is a specific model load issue; not the same underlying defect." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type failure and NemotronH checkpoint loading are unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different bugs: one is a Qwen2.5-VL RoPE/position-id scaling issue, the other is a Qwen3.5-MoE meta-materialization memory bug." + "reason": "Both touch Qwen3.5/VL internals, but one is temporal position scaling in video ROPE and the other is meta-to-empty uninitialized memory; distinct bugs." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 KeyError from per-layer KV state rebuilding vs device mismatch in PLE with auto device mapping." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch under device_map=auto are separate forward-path issues." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated problems: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." + "reason": "Both mention Qwen3-related models, but one is GGUF support and the other is sliding_window behavior; not the same bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different code paths: non-persistent buffer corruption vs a long-ocr index error in Kosmos2.5." + "reason": "Non-persistent buffer corruption in from_pretrained and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is the notebook-specific presentation of 43646's broader bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime issues: Qwen3-vl StopIteration vs an MPS histogram op not implemented for Int." + "reason": "Qwen3-VL video StopIteration and MPS histogram for Int in MoE are unrelated failures." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; the notebook mention is just a narrower manifestation." + "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention position_ids crash are different model/code-path issues." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared bug: GGUF gpt-oss support and a Float8 storage lookup error are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Different symptoms and models: AudioFlamingo3 batched leakage vs Qwen3.5 input-embedding unpacking." + "reason": "GGUF architecture support and Float8 storage-object loading are not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different domains: 3d_parallel.py run failure vs GGUF gpt-oss support." + "reason": "3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different root causes: Qwen3MoE FP8 failure vs generic meta-device loading breakage." + "reason": "Qwen3Moe FineGrainedFP8Config failure and generic meta-device loading breakage are different regressions." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same bug as meta-device loading failures." + "reason": "Both involve Qwen3.5/VL and video/embeddings, but one is a StopIteration video generation failure and the other is TRL embedding unpacking; not the same bug." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Different issues: tokenizer mapping/model-like helper failure vs Gemma4 PLE device mismatch." + "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated: GenerationMixin import error vs Qwen3MoE FP8 failure." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag breakage vs a Kosmos2.5 long-input index error." + "reason": "Tokenizer-mapping edge case in add-new-model-like and Gemma4 PLE device mismatch are separate problems." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Different bugs: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 inference bug: both report nonsensical/near-zero outputs from google/siglip2-base-patch16-224." + "accept": false, + "reason": "Both concern siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical pipeline output/model loading; similar model, different failure." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/ASR paths: embedding leak across tracks vs Whisper empty-transcription behavior." + "reason": "AudioFlamingo3 batching leak and Whisper empty transcription handling are different code paths and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: ZeRO-3 with a non-pretrained BertModel vs add-new-model-like failing on tokenizer mapping names." + "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are different regressions." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and glm4v config validation are both config-related, but not the same issue." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "IndexError under ZeRO-3 is unrelated to the tokenizer-mapping-name failure." + "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different mechanisms: tokenizer mapping lookup bug vs tensor mask shape mismatch." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both mention config loading, but the titles point to different models and different specific validation failures; too broad to merge confidently." + "reason": "Tokenizer mapping bug and mask/tensor shape mismatch are not the same underlying problem." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Unrelated: gpu+cpu offload dequantization failure vs Strix Halo mmap OOM mitigation." + "reason": "device_map=auto dequantized offload failure and mmap OOM on Strix Halo are different resource/loading issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but different concrete bugs: bad probabilities vs docs-example model/processor mismatch and quantization failure." + "reason": "Both are SigLIP2-related, but one is model output behavior and the other is a documentation example with processor/quantization errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths: qwen3_moe LoRA compatibility across versions vs BitNet packed-weight loading." + "reason": "LoRA qwen3_moe hf4.x vs hf5.x incompatibility and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and bugs." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different issues: auto device mapping cudaErrorAssert vs FP8 configuration failure." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are generic load failures for different BERT checkpoints, but the titles do not show the same underlying bug or code path." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 loading of language_model vs save_pretrained visual-encoder key handling." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different problems: Qwen3_moe LoRA incompatibility vs Gemma4 token-embedding resize behavior." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer regression in Transformers v5; both describe buffers being filled/corrupted with junk." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config failure are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are supported by the issue titles, especially the Transformers v5 non-persistent-buffer regression, the custom model initialization breakage, and the SigLIP2 reports. The rejected pairs also read as appropriately cautious rather than overstated." + "feedback": "The synthesis is conservative and grounded in the packet. The summary appropriately treats most pairs as unrelated and only elevates 43645/43646, which the packet\u2019s titles and similarity score support as the clearest duplicate-like pair. I did not see any soft-edge verdict that overstates equivalence." }, "evaluator_used": true, "retried": false, @@ -1953,13 +1908,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36010", "issue:39404", @@ -1968,8 +1923,6 @@ "issue:42915", "issue:42947", "issue:43257", - "issue:43335", - "issue:43381", "issue:43404", "issue:43425", "issue:43454", @@ -1986,18 +1939,20 @@ "issue:44155", "issue:44164", "issue:44291", - "issue:44292", "issue:44387", "issue:44402", + "issue:44451", "issue:44488", + "issue:44534", "issue:44756", "issue:44910", - "issue:44912", "issue:44960", "issue:44991", "issue:45276", "issue:45292", + "issue:45313", "issue:45335", + "issue:45357", "issue:45362", "issue:45406", "issue:45488", @@ -2007,14 +1962,17 @@ "issue:45759", "issue:45812", "issue:45823", - "issue:45859", - "issue:46050" + "issue:45859" ], "soft_pairs": [ + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43644|issue:44534", "issue:43708|issue:44075", "issue:42915|issue:44756", - "issue:39692|issue:43994", "issue:45488|issue:45812", + "issue:39692|issue:43994", "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:43856|issue:43873", @@ -2037,246 +1995,228 @@ "issue:45663|issue:45859", "issue:43873|issue:44387", "issue:44155|issue:45823", - "issue:44291|issue:44756", - "issue:44292|issue:44912", - "issue:44960|issue:46050", - "issue:43335|issue:45663", - "issue:44387|issue:44756", - "issue:42947|issue:43381", - "issue:45276|issue:45292" + "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "26b30cb6011f14b26bc5ab5d8da2f794e9dd38c47c1d814d9dab002d208bf49a", + "prepared_review_unit_hash": "9fb2c5ea481fd3fb9c133287e97fcbfb9497fe6e678002335b07f64a0f77d17c", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37675, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate pair looks strong: the Gemma4/t5gemma resize_token_embeddings regression. The rest are similar-theme but different bugs, models, or code paths.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45276 is the more complete and representative report of the resize_token_embeddings propagation bug, covering both embed_tokens_per_layer and output_embeddings; issue:45335 appears to be a narrower duplicate of the same underlying problem.", + "summary": "Mostly a mixed bag of unrelated Transformers issues, with a few true duplicate pairs: tokenizer-loading regressions, lm_head weight-tying regressions, non-persistent buffer junk in v5, and resize_token_embeddings propagation bugs. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44488 is the best hub for the tokenizer-loading regression cluster: it has the strongest activity and the related reports (44451, 44991) read as the same v5 model/tokenizer loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best cluster representative because it describes the bug most fully and spans the broader affected surface, while still matching the duplicate report in issue:45335.", + "best_issue_reason": "44488 is the strongest single issue to keep because it best represents the repeated tokenizer-loading failure across multiple checkpoints and has the most discussion around that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report latest/current Transformers failing to load BERT-like models/tokenizers for different checkpoints; same regression class." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is a ZeRO-3 language_model weight-loading failure; the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA HF4\u2192HF5 incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 non-persistent-buffer junk regression, just with slightly different wording." + }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different subsystems: Trainer checkpoint resumption math vs SGD argument handling." + "reason": "Checkpoint resume max_steps miscalculation and unused SGD args are different trainer/optimizer bugs." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 loading failure and Strix Halo mmap OOM are unrelated failure modes." + "reason": "Qwen3-MoE FP8 loading and Strix Halo mmap OOM are different problems in different paths." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is an inference/output quality bug; not the same concrete issue." + "reason": "Tokenizer pre-tokenizer override for DeepSeek vs wrong token IDs for Granite models are not the same bug." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different tokenizer code paths." + "reason": "SigLIP2 doc-example errors and SigLIP2 nonsensical outputs/pipeline behavior are related but not the same concrete issue." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and symptoms: GLM-4.7 test loading vs Qwen3-VL weight-shape mismatch." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 loading in tests." + "reason": "Qwen3 MoE deepspeed conversion/loading and GLM-4.7 unit-test loading are unrelated failures." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is a Qwen3 MoE memory-usage report; the other is an offloading-with-quantization bug." + "reason": "Qwen3 MoE training memory usage and quantized offloading behavior are different regressions." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x is a different problem from Qwen3-VL loading shape mismatch." + "reason": "Qwen3-MoE LoRA incompatibility does not match the Qwen3-VL shape-mismatch loading bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer initialization and the other is custom-model initialization in Jupyter." + "reason": "Both are v5 regressions, but one is buffer initialization junk and the other is custom model initialization in Jupyter." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training memory usage and the other is int4 CUDA reserved memory/OOM; different causes." + "reason": "These are both memory-related, but one is Qwen3 MoE training memory usage and the other is int4 reserved-memory growth/OOM." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." + "reason": "LoRA model compatibility on hf5.x is unrelated to the generic resize_token_embeddings output-embedding bug." }, { "left": "issue:44488", "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer loading failures, but for different models and with no evidence of the same underlying bug." + "accept": true, + "reason": "Both are v5 tokenizer-loading regressions for different BERT-like checkpoints and look like the same underlying loader bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation and sink-less s_aux=None crashes are different code paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct model/serve issues." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are different loading/saving regressions." + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are unrelated model-loading problems." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug affecting downstream tied/output embeddings; 45335 is a narrower model-specific manifestation of 45276." + "reason": "Same resize_token_embeddings bug: embeddings are not propagated to output/decoder embeddings, just on different model variants." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are different issues." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both mention lm_head tying, but they affect different model classes and there is no clear shared code-path bug." + "accept": true, + "reason": "Both report missing lm_head weight tying causing bad generation in multimodal conditional-generation models." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc-example issues and GLM5 loading are unrelated." + "reason": "SigLIP2 example problems and GLM5 are unrelated." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model-loading breakage are different problems." + "reason": "Torch 2.10 incompatibility is not the same as meta-device model-loading breakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are not the same bug." + "reason": "Tokenizer vocab-size mismatch is a different bug from the tokenizer/model loading regression." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different code paths." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 multimodal config unwrapping are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 training KeyError and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are unrelated." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both concern memory pressure, but one is quantized offloading behavior and the other is int4 reserved-memory growth/OOM." + "reason": "Quantization offloading behavior and int4 reserved-memory regression are distinct memory issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 track-leak inference bug and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different quantization problems on different models: NVFP4 load error vs MXFP4 fallback to bf16." - }, - { - "left": "issue:44960", - "right": "issue:46050", - "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Quantization memory regression and mmap OOM on Strix Halo are different issues." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness in training and the other is eval-mode prohibition." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": false, - "reason": "Closely related embedding-resize regressions, but the affected surfaces differ and there is not enough evidence they are the same concrete bug." + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are generally conservative. The accepted 45276/45335 pair is well supported by the two resize_token_embeddings regressions, while the rejected pairs mostly involve different models, subsystems, or failure modes with no strong evidence of a shared concrete bug." + "feedback": "The summary is grounded in the packet and appropriately conservative overall. The chosen hub issue (44488) is supported by its higher discussion activity and the related tokenizer-loading reports. The accepted soft-edge pairs are plausible duplicates by title-level evidence, and the rejected pairs mostly distinguish clearly different bug classes. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -2289,22 +2229,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:36032", "issue:39404", "issue:41720", + "issue:42947", "issue:43257", + "issue:43335", "issue:43381", "issue:43425", - "issue:43452", - "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2312,16 +2251,16 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43901", "issue:43906", "issue:43957", "issue:44155", "issue:44164", "issue:44265", + "issue:44292", + "issue:44387", "issue:44402", "issue:44451", "issue:44479", - "issue:44509", "issue:44530", "issue:44589", "issue:44683", @@ -2331,10 +2270,11 @@ "issue:44877", "issue:44898", "issue:44912", - "issue:44918", "issue:44928", + "issue:44960", "issue:45084", "issue:45216", + "issue:45276", "issue:45292", "issue:45335", "issue:45588", @@ -2342,269 +2282,269 @@ "issue:45684", "issue:45698", "issue:45701", - "issue:45759", - "issue:45823" + "issue:45823", + "issue:46050" ], "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", "issue:43854|issue:45216", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45588|issue:45663", - "issue:44479|issue:44877", "issue:45684|issue:45698", + "issue:44479|issue:44877", "issue:41720|issue:44155", "issue:43957|issue:44756", "issue:43646|issue:43708", - "issue:43645|issue:44164", "issue:45292|issue:45335", + "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:44589|issue:44756", - "issue:44683|issue:45823", "issue:43257|issue:44863", + "issue:44683|issue:45823", "issue:39404|issue:45701", - "issue:43425|issue:45823", "issue:43611|issue:43645", - "issue:43425|issue:43716", + "issue:43425|issue:45823", "issue:44530|issue:45084", + "issue:43425|issue:43716", "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:44265|issue:44898", - "issue:44479|issue:44805", - "issue:43425|issue:44918", - "issue:44589|issue:45084", - "issue:43901|issue:44509", - "issue:44164|issue:45759", - "issue:36032|issue:43452", - "issue:43596|issue:44683" + "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "e49771243c344df7c3895f3d162776e1f471dfe3c5e4b750d586195f84b3a614", + "prepared_review_unit_hash": "1527e8735141b340723da203147f13b5ed5b9a681d5b5ca7a518119ad81faffb", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One soft duplicate pair looks like the same underlying resize_token_embeddings bug; the rest are only broadly related by subsystem/theme and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report about resize_token_embeddings failing to update output embeddings, making it the best canonical issue for the duplicate pair.", + "summary": "This cluster is mostly a collection of unrelated issue reports. The only clear duplicate chain is the resize_token_embeddings regression across 45276, 45292, and 45335; the rest are different bugs or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the bug in the most general form, while 45276 and 45335 are narrower model-specific manifestations of the same resize_token_embeddings propagation failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest and most general statement of the bug, with the companion issue (45335) appearing to be a model-specific manifestation.", + "best_issue_reason": "issue:45292 is the broadest and most representative report of the duplicate resize_token_embeddings bug in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs MXFP4 loading falling back to bf16." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both are model-loading/quantization reports, but they describe different bugs and different models." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Strix Halo mmap behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not updating output/embedding modules; 45276 is a Gemma4-specific instance." + }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different failures: one is a model-loading/unit-test issue for GLM-4.7-Flash, the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different checkpoint issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention training behavior, but the concrete bugs differ: eval-mode gradient checkpointing vs NaN/SDPA fallback in Qwen3.5 RLHF." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback problem." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Unrelated problems: extra_state save/load handling versus mmap-related OOM on Strix Halo." + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths and symptoms: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 KeyError affect different code paths." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Both are model/config regressions, but they concern different models and different failure modes." + "reason": "Read-only permission propagation from save_pretrained is a different bug from loading the wrong custom module after save_pretrained." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Related to custom-model save/load, but one is file permission propagation and the other is loading the wrong custom module; not the same bug." + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Distinct bugs: auto device mapping CUDA assert on Qwen3 vs track-to-track embedding/token leakage in AudioFlamingo3." + "reason": "cudaErrorAssert on Qwen3 auto device mapping is not the same as AudioFlamingo3 track embedding leakage." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions are a different issue from Strix Halo mmap OOM." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different root causes." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Both involve custom-model workflows, but one is notebook initialization on v5 and the other is extra_state save/load handling." + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps miscalculation." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embedding weights; 45335 is the T5Gemma-specific instance." + "reason": "Same resize_token_embeddings regression; 45335 is the T5Gemma-specific manifestation of the same missing embedding update." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different model-loading/runtime failures: autocast dtype mismatch vs meta-device loading breakage." + "reason": "Autocast dtype mismatch and meta-device loading failures are separate loading/runtime bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer loading complaints, but the reported problems and affected models are different and not clearly the same defect." + "reason": "Tokenizer vocab-size mismatch is not the same as the ScandiBERT loading failure." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch-version incompatibility is too broad to merge with a specific autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch are different bugs." + "reason": "Float8 storage lookup error is unrelated to mmap-driven OOM." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint/loading issues, but one is Qwen3 MOE conversion with accelerate+deepspeed and the other is NemotronH checkpoint compatibility." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a tokenizer-version behavior change." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch do not describe the same bug." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "A generic Torch 2.10 incompatibility report is not the same as a model-specific device mismatch in Gemma4." + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 model-initialization regressions, but the first is about base_model_prefix loading and the second about notebook-defined custom models." + "reason": "base_model_prefix loading regression and notebook custom-model initialization are related only at a broad Transformers 5.0 level, not the same concrete bug." }, { "left": "issue:43425", - "right": "issue:43716", + "right": "issue:45823", "accept": false, - "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same code-path problem." + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different errors: PagedAttentionCache invalid group type versus a compile-time non-template-node TypeError." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-nodes compile error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are different problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Issue 43906 is just a reproduction of another report; 44530 is a different Qwen3.5 cache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return regression is unrelated to MXFP4 quantization fallback." + "reason": "Whisper pipeline bug and Qwen MXFP4 loading fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportable-check failures and Perceiver interpolation failures are different model/export bugs." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different export/model bugs." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask shape IndexError." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL are different issues." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup and non-template-node compile errors are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they concern different deprecated pipeline docs and different mismatch types." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "Extra_state save/load handling is unrelated to from_config not unwrapping text_config for multimodal configs." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "Tokenizer special-token conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 45292/45335 pair is well supported by the titles and clearly looks like the same resize_token_embeddings bug in two variants, while the other soft-edge pairs are appropriately rejected rather than over-merged." + "feedback": "Grounded and conservative overall. The canonical resize_token_embeddings chain (45276/45292/45335) is well supported by the titles, and the remaining soft-edge rejections stay cautious rather than overstating duplicates. No mergeability concerns apply here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -2617,13 +2557,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:32090", "issue:34567", @@ -2633,21 +2573,20 @@ "issue:40990", "issue:42915", "issue:43299", - "issue:43317", "issue:43421", + "issue:43425", "issue:43452", - "issue:43482", "issue:43541", "issue:43582", + "issue:43596", "issue:43611", "issue:43632", "issue:43643", "issue:43644", - "issue:43645", "issue:43646", "issue:43716", "issue:43856", - "issue:43883", + "issue:43901", "issue:43931", "issue:43994", "issue:44079", @@ -2655,36 +2594,44 @@ "issue:44206", "issue:44220", "issue:44451", - "issue:44464", "issue:44479", "issue:44488", + "issue:44509", "issue:44530", + "issue:44589", "issue:44661", "issue:44671", "issue:44683", "issue:44737", "issue:44756", "issue:44811", + "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45584", - "issue:45859", - "issue:45987" + "issue:45759", + "issue:45859" ], "soft_pairs": [ - "issue:43994|issue:44079", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", "issue:43299|issue:43931", + "issue:43596|issue:44683", "issue:44991|issue:45081", + "issue:43994|issue:44079", "issue:43856|issue:44756", "issue:44671|issue:44991", "issue:39404|issue:44671", "issue:44164|issue:44479", "issue:44737|issue:45859", "issue:44488|issue:45081", - "issue:44661|issue:44683", "issue:43582|issue:43632", + "issue:44661|issue:44683", "issue:43611|issue:43644", "issue:32090|issue:39404", "issue:40990|issue:43421", @@ -2694,231 +2641,232 @@ "issue:36032|issue:42915", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:43644|issue:43646", - "issue:43883|issue:44488", - "issue:44206|issue:44220", - "issue:44464|issue:45987", - "issue:43452|issue:43482", - "issue:43317|issue:43482", - "issue:36032|issue:43645" + "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "c208f23b0d9ea319784978741572b70ac9fd599c7540a9abf00f1d09b8f71abc", + "prepared_review_unit_hash": "a972c74bb13422782254c3c434c9c345d370726c0e36ad6358e271a2ee6431fb", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35986, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regression reports; only a couple of soft pairs look like they may share the same concrete bug path. The strongest shared thread is the GGUF loading breakage.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43452 is the best representative because it describes the broad GGUF loading failure path, which plausibly subsumes the more specific Qwen2.5-GGUF report.", + "summary": "This set is mostly heterogeneous; nearly all soft pairs are different bugs or feature requests. One pair in the audio feature-extraction path looks like a true duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44206 is the most concrete report of the shared audio feature-extraction crash; issue:44220 is a broader/generic report of the same `_torch_extract_fbank_features()` failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the most useful standalone issue in this set: it is broad, concrete, and likely the upstream/root report for the shared GGUF loading regression.", + "best_issue_reason": "issue:44206 is the best representative because it names the specific regression and failure mode, making it the clearest canonical issue for that duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; different documentation issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs a template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token API conflict vs `gguf_file` loading breakage are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: one is a model/pipeline output quality regression, the other is ModelOutput key assignment behavior." + "reason": "`extra_state` save/load handling and `from_config` text_config unwrapping are distinct model-loading issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Different failure modes: one is Qwen3VL loading breakage, the other is a Qwen3-VL weight-shape mismatch." + "reason": "Both involve Qwen3-VL loading, but one is a v5/dev regression and the other is a weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed Zero3/Bert init failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but they are different code paths and different models; not the same bug." + "reason": "Tokenizer load failure for a roberta model vs Mistral regex patch crash are different model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output/pipeline result is not the same as `ModelOutput` key assignment when a prior key was `None`." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Unrelated memory issues: MoE training memory usage vs mmap OOM on Strix Halo." + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different resource issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model-specific tokenizer/model behavior regressions." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language vs CamemBERT masked LM predictions are unrelated." + "reason": "Whisper `return_language` pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the video-input regression." + "reason": "`extra_state` save/load handling and Qwen video-input regression are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-placement bugs, but they affect different models and different forward paths." + "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are different runtime issues." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Separate tokenizer-loading regressions affecting different models and mechanisms." + "reason": "Loading a specific BERT model and a Mistral tokenizer regex patch crash are different failures." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Different subsystems: tokenizer mapping lookup vs flex_attention compilation failure." + "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression do not share the same bug." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Unrelated problems: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." + "reason": "`add-new-model-like` / tokenizer mapping behavior is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers being initialized with junk." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language." + "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` regression are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to tokenizer post-processor updating." + "reason": "High perplexity on GPT-OSS and tokenizer post-processor updates are different issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different components: multimodal dtype mismatch vs template compilation error." + "reason": "Mistral-3 image dtype mismatch is unrelated to the template-node compilation error." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Separate model-loading regressions for different models." + "reason": "Different model-loading failures for different repositories and causes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crash." + "reason": "Missing fields in `AutoConfig` with `trust_remote_code` and a Qwen3.5 PagedAttentionCache crash are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FP8 failure are unrelated." + "reason": "T5 tokenizer method conflict and Qwen3 MoE FineGrainedFP8Config failure are different problems." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting vs multimodal IterableDataset failure are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failures are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty transcription generation after align_special_tokens." + "reason": "Whisper `batch_decode` skipping special tokens and empty-transcription generation after `align_special_tokens` are related by model family but not the same concrete bug." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Different models and distinct loading failures." + "reason": "Mixtral torch dynamo tracing failure and a template-node compile error are different code paths." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is not the same as non-template-node compilation failure." + "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are unrelated model-loading regressions." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen family bugs with different failure points and code paths." + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related only at a high level (v5 model initialization), but not the same concrete bug." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo attribute error and sleng-bert loading failure are different issues." + "reason": "Both are v5 model-init regressions, but one specifically concerns non-persistent buffers and the other custom model initialization broadly; not clearly the same bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "These look like the same audio feature-extraction bug around _torch_extract_fbank_features / LasrFeatureExtractor crashing on unsupported args." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency under compile is not the same as StaticCache.get_seq_length returning the wrong type." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF-loading regression in v5; 43482 appears to be a specific manifestation of the broader 43452 issue." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Dequantized model offload failure is a different code path from GGUF loading failure." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization failures." + "reason": "Both point to the same audio feature-extraction failure in `_torch_extract_fbank_features()` / `LasrFeatureExtractor`, so they look like the same underlying crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs (44206/44220 and 43452/43482) are plausibly the same concrete bug paths, and the remaining pairwise rejections do not overclaim overlap. No clear evidence of overstated linkage or non-mergeable PR pairing." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted audio pair is plausibly the same feature-extraction crash, while the rejected pairs are appropriately treated as distinct or at least not clearly identical bugs." }, "evaluator_used": true, "retried": false, @@ -2931,28 +2879,28 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36032", - "issue:41720", "issue:42175", "issue:42915", "issue:43089", "issue:43262", "issue:43296", + "issue:43317", "issue:43322", "issue:43377", "issue:43404", - "issue:43425", + "issue:43452", + "issue:43482", "issue:43531", "issue:43540", - "issue:43611", "issue:43632", "issue:43645", "issue:43646", @@ -2966,8 +2914,9 @@ "issue:44291", "issue:44403", "issue:44451", + "issue:44464", "issue:44466", - "issue:44479", + "issue:44488", "issue:44534", "issue:44589", "issue:44610", @@ -2988,17 +2937,22 @@ "issue:46178" ], "soft_pairs": [ + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", "issue:44849|issue:45325", + "issue:36032|issue:43645", "issue:45084|issue:45507", "issue:42175|issue:46178", "issue:43262|issue:43377", "issue:44987|issue:44991", - "issue:43089|issue:45987", "issue:43646|issue:44534", - "issue:43883|issue:44991", - "issue:43322|issue:43540", + "issue:43089|issue:45987", "issue:43404|issue:44466", + "issue:43883|issue:44991", "issue:44403|issue:45081", + "issue:43322|issue:43540", "issue:43994|issue:44610", "issue:42915|issue:45084", "issue:43645|issue:44534", @@ -3015,232 +2969,240 @@ "issue:44062|issue:44987", "issue:43404|issue:45127", "issue:43296|issue:43531", - "issue:43531|issue:44877", - "issue:43611|issue:44534", - "issue:36032|issue:41720", - "issue:44479|issue:45325", - "issue:43425|issue:44403" + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "527f7c27bcbfe5ffb002f80944f552d59411db098d586e2c9e319003f22ef2d2", + "prepared_review_unit_hash": "a73ddd01868b6a87ec2284d4c03c6749cc31f0bc7eeb187e3b2e55020f00b007", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36718, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37591, + "estimated_input_tokens": 9398, + "estimated_eval_tokens": 19052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar and do not look like the same bug. The only strong duplicate candidate is the Qwen3.5 save_pretrained regression pair (45216/45357).", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression, while 45357 looks like a narrower follow-up about the same broken save path.", + "summary": "Mostly a grab bag of distinct transformer/model-loading bugs. Only two soft duplicate pairs look like the same underlying issue: GGUF loading regressions and the Qwen3.5 save_pretrained checkpoint regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43452 is the broadest, most API-level report in the clear duplicate set, so it works best as the issue anchor for the GGUF loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative of the cluster\u2019s only clear duplicate thread: a concrete, user-facing serialization regression with clear follow-up overlap.", + "best_issue_reason": "issue:43452 most cleanly captures the shared failure mode at the from_pretrained/gguf_file layer, making it the best representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: chunked generation/compiled forward inconsistency vs a cache length return-type contract bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both report the same GGUF-loading regression in transformers v5; 43482 is a model-specific instance of the broader gguf_file/from_pretrained failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the symptoms and code paths differ (missing tied-weights key vs loading a specific BERT model)." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is dequantized model device-map offload failure; the other is GGUF loading regression for Qwen2.5." + }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different bugs and model paths: Qwen3.5 hidden-state output vs Qwen2.5-VL rope/position-id scaling." + "reason": "Both are Qwen-family bugs, but one is output_hidden_states behavior and the other is rope/position-id scaling for Qwen2.5-VL." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid invalid-method call." + "reason": "Different failures in different areas: template compilation vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend handling, but one is packaging/extra installation and the other is a specific backend-mapping error." + "reason": "Both mention backend handling, but one is an installation extra omission and the other is a backend mapping error for tensorflow_text." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is MIMI batching/padding-mask behavior." + "reason": "Audio chat-template sample-rate defaulting is unrelated to MIMI encoder batching/padding-mask behavior." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Performance overhead issue vs API contract bug in StaticCache length return type." + "reason": "Both are model loading failures, but they appear to be different model-specific regressions rather than one shared bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." + "reason": "Custom model initialization breakage and non-persistent buffer junk are distinct v5 regressions." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Different model families and symptoms: tied-weights attribute error vs tokenizer loading failure." + "reason": "Generation dispatch/sync overhead is unrelated to StaticCache return type." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different multimodal bugs: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + "reason": "Both involve tied lm_head weights, but one is a model class tying bug and the other is a device-dependent serialization bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Both touch tied weights, but one is a missing tie in Mistral3 and the other is save_pretrained serialization varying by device." + "reason": "Different models and failure modes; no clear shared code-path." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise issue is not the same as the Mistral tokenizer regex crash." + "reason": "Noise during loading is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing failures for different model families." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: nonsensical SigLIP2 outputs vs processor image-size mismatch." + "reason": "Both affect vision pipelines, but one is bad results from model/pipeline handling and the other is an incorrect processor output size." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to a template-node compilation TypeError." + "reason": "Fine-grained FP8 config failure is unrelated to template compilation errors." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook/custom-model init regression is unrelated to the non-persistent buffer bug." + "reason": "Custom model initialization in notebooks and junk-filled buffers are separate regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio/codec issues, but they affect different models and different mechanics." + "reason": "Both involve encoder/codec correctness, but they are different models and different underlying bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure is unrelated to the OmDet-Turbo processor image-size bug." + "reason": "torch.export/torch_compilable_check failure is unrelated to processor image-size mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different failure modes: model loading for ScandiBERT vs Mistral tokenizer regex patch crash." + "reason": "A model load failure for ScandiBERT is not the same as a Mistral tokenizer regex crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and code paths; only broad 'loading fails' similarity." + "reason": "Different models, different failure surfaces, no shared bug indicated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "FBank feature extraction bug is unrelated to compiled flex_attention compatibility." + "reason": "Feature extraction bug and compiled flex_attention failure are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 narrows it to incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a later report of the incorrect visual-encoder/checkpoint key serialization." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict vs MobileLLM key error are distinct load-time issues." + "reason": "Tokenizer method-name conflict is unrelated to a KeyError when loading MobileLLM-125M." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized error are separate regressions." + "reason": "Both are v5-related, but one is FP8-config specific and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different float8-related failures with different error surfaces and code paths." + "reason": "These are different low-level errors with no clear shared code path." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to the mmap/OOM mitigation request." + "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to the model-loading failure in 44987." + "reason": "AddedToken keyword duplication is unrelated to model loading failures." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Tied lm_head initialization bug is not the same as LoRA merge collapse with extended vocabulary." + "reason": "Both touch tied embeddings, but one is a missing weight tie and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-related bugs: PaddleOCR-VL load failure vs sliding_window behavior in Qwen3-MoE." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window bug and strict-config loading bug are separate issues." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading regression is unrelated to junk-filled non-persistent buffers." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Different regression families: video-input behavior vs still-image rope-index scaling." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch-version incompatibility is unrelated to the 'unnecessary noise' loading issue." + "reason": "Sliding-window bug in Qwen3-MoE is not the same as strict config blocking granite_speech loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The Qwen3.5 save_pretrained pair (45216/45357) is the only clearly supported duplicate, and the other soft-edge rejects are mostly justified by the issue titles. No PR-mergeability concerns apply here since these are issue pairs, not PR pairs." + "feedback": "The summary is grounded in the packet and stays conservative: it only treats the two strongest soft pairs as same-bug matches (GGUF loading and Qwen3.5 save_pretrained), while the remaining rejections are appropriately cautious given the titles alone. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -3253,15 +3215,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:33666", + "issue:36032", "issue:40444", "issue:40990", "issue:41553", @@ -3272,6 +3235,7 @@ "issue:43377", "issue:43381", "issue:43421", + "issue:43425", "issue:43482", "issue:43525", "issue:43531", @@ -3282,12 +3246,12 @@ "issue:43792", "issue:43818", "issue:43856", - "issue:43957", "issue:44079", "issue:44265", "issue:44291", "issue:44403", "issue:44462", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", @@ -3306,235 +3270,241 @@ "issue:45542", "issue:45663", "issue:45812", - "issue:45834", "issue:45923" ], "soft_pairs": [ + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", "issue:40990|issue:44811", "issue:43792|issue:44589", - "issue:33666|issue:40444", - "issue:44683|issue:45020", - "issue:44403|issue:44991", "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:33666|issue:40444", "issue:43632|issue:44534", + "issue:44683|issue:45020", "issue:44079|issue:45663", "issue:43381|issue:45923", - "issue:40444|issue:45325", - "issue:44291|issue:44589", "issue:44462|issue:45812", - "issue:41553|issue:43582", "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:40444|issue:45325", "issue:43317|issue:43856", "issue:43482|issue:43525", + "issue:41553|issue:43582", "issue:42175|issue:45542", "issue:43818|issue:45357", - "issue:41720|issue:45081", "issue:43377|issue:45491", - "issue:44265|issue:45072", + "issue:41720|issue:45081", "issue:43531|issue:44291", + "issue:44265|issue:45072", "issue:43611|issue:43646", - "issue:42175|issue:43296", - "issue:43792|issue:43957", - "issue:43632|issue:45072", - "issue:45325|issue:45834" + "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "24bfbcea53f03cd02daf38b7b596f1d26fc087c7998835925ff50507cdf168fb", + "prepared_review_unit_hash": "bb9ae8b182753d0314bd067f0cdce950e04c7de63547fe3f46df80a214c5f6c7", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35710, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected. If a representative issue is needed, the broad loading-related report is the closest anchor, but it is not a real canonical duplicate target for the rest.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44403 is the most generic/broadly framed report in the set ('Unnecessary noise when loading a transformer'), so it is the closest thing to a cluster anchor, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports, with a loose concentration around Transformers v5/v6 regressions and tokenizer/model-loading bugs. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella regression here (recent Transformers versions breaking models using `remote_code`), so it is the closest representative issue, though the cluster is still too heterogeneous to be a clean duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44403 is the best global representative only because it is broad and open-ended; however, it does not meaningfully subsume the other issues.", + "best_issue_reason": "issue:45020 is the best single representative because it spans the widest slice of the Transformers v5 regression subgroup; however, many other items are model-specific or unrelated, so it is not a strong canonical duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Different bugs: perplexity on GPT-OSS evaluation vs Whisper processor.batch_decode ignoring skip_special_tokens." + "reason": "Both mention Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; different code paths and fixes." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Different failure modes: Whisper model runtime failure vs missing Float8 storage type lookup." + "reason": "Tokenizer class name conflict vs Qwen3 auto device-map CUDA assert; unrelated failures." }, { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Different Qwen-VL issues and code paths: multi-GPU training vs IterableDataset with multiple images per prompt." + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are video/VL regressions, but one is a broad v5.3.0 video input regression and the other is a specific RoPE position-id scaling bug for still images." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Torch 2.9 compiled flex_attention breakage is unrelated to remote_code model loading regressions." + "reason": "Torch version incompatibility vs an AutoModel loading noise issue; no shared bug." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss vs Whisper batch_decode skipping special tokens; unrelated model and API behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "One is loading noise/warnings, the other is tokenizer loading failure for a specific model; not the same bug." + "reason": "Whisper inference failure vs missing Float8 storage object; different runtime/storage issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token post-processing updates and the other is BOS/EOS insertion regression." + "reason": "Both involve tokenization/special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not inserting BOS/EOS for one tokenizer." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + "reason": "Generic loading noise vs tokenizer loading failure for a specific model; not the same bug." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image batching; distinct problems." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Gradient checkpointing eval-mode error is unrelated to missing supports_gradient_checkpointing on a remote-code model." + "reason": "`_is_hf_initialized` flag regression vs junk non-persistent buffers; unrelated initialization vs state-buffer bugs." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is finetuning/dataset handling and the other is rope index temporal scaling; different concrete bugs." + "reason": "Compiled flex_attention on torch>=2.9 vs remote_code model loading regressions; different layers and fixes." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to Float8 storage lookup failure." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states rebuild issue; unrelated internals." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong Granite token IDs; different root causes." + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag; related theme but different concrete defects." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Tokenizer.json ignored vs wrong token IDs for Granite; both tokenizer-related but not the same underlying bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure in transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Qwen2.5-GGUF loading failure in v5 vs CLIPTokenizer model_max_length behavior; unrelated tokenizer issues." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention degenerate training, but one is flash_attention_3-specific and the other is a num_labels=1 loss configuration bug." + "reason": "Flash-attention training degeneration vs single-label classification zero-loss bug; different training pathologies." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` gaining an unexpected arg vs Float8 storage lookup failure; no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is temporal position-id scaling in still-image handling." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Device-map/offload loading failure vs Qwen3 MoE training memory inefficiency; different symptoms and fixes." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure is unrelated to Llama4Config missing pad_token_id." + "reason": "GGUF loading regression vs missing `pad_token_id` on Llama4Config; unrelated model-specific issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error message issue vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both are TF/backend packaging issues, but one is missing TensorFlow in torch extra and the other is undefined tf backend with tensorboard-only install." + "reason": "Both concern TensorFlow/backend packaging, but one is missing TF in `.[torch]` and the other is tensorboard-only causing undefined TF backend; similar area, not the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/shared-weight bug is unrelated to Qwen3.5 save_pretrained visual encoder keys." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert is unrelated to Mistral tokenizer regex patch crash." + "reason": "Video-LLaVA architecture/weights issue vs Qwen3.5 save_pretrained key regression; unrelated models." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different batching/masking bugs in different models: MIMI encoder padding mask vs Gemma3 mixed-length sliding-window NaNs." + "reason": "Both are batching/masking issues, but one is MIMI encoder padding-mask mismatch and the other is Gemma3 sliding-window NaNs from all-padding windows." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "torch.export/check failure is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Qwen3 CUDA assert vs Mistral regex patch crash; unrelated failures." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to init_empty_weights unexpected argument handling." + "reason": "Sliding-window issue in Qwen3-MoE vs `init_empty_weights` argument regression; different functionality." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/`torch_compilable_check` failure vs dtype mismatch in bfloat16 inference; not the same problem." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is custom model initialization; not the same code-path." + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other custom model initialization; too broad to merge as one duplicate." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TF backend packaging issue is unrelated to PaddleOCR-VL loading failure in vLLM." - }, - { - "left": "issue:43792", - "right": "issue:43957", - "accept": false, - "reason": "Whisper runtime failure is unrelated to meta-device model loading breakage." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "Different regressions: hf initialization flag handling vs bf16 dtype mismatch." - }, - { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Different model-specific bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR long-input index error." + "reason": "Backend packaging gap vs vLLM loading failure for PaddleOCR-VL; only loosely related by dependency/backend concerns." } ] }, @@ -3550,13 +3520,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:35707", "issue:39692", @@ -3564,24 +3534,23 @@ "issue:40990", "issue:41720", "issue:42915", - "issue:42947", "issue:43257", "issue:43262", "issue:43296", - "issue:43317", "issue:43377", "issue:43454", "issue:43482", "issue:43550", - "issue:43572", "issue:43606", + "issue:43632", "issue:43644", "issue:43701", "issue:43746", "issue:43761", + "issue:43792", "issue:43819", - "issue:43873", "issue:43881", + "issue:43957", "issue:43994", "issue:44079", "issue:44186", @@ -3601,259 +3570,252 @@ "issue:45325", "issue:45381", "issue:45584", - "issue:45759", "issue:45800", "issue:45823", + "issue:45834", "issue:45920", "issue:45923" ], "soft_pairs": [ + "issue:43792|issue:43957", "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:45325|issue:45834", "issue:44079|issue:44534", "issue:43454|issue:44466", - "issue:40444|issue:45381", "issue:42915|issue:43482", + "issue:40444|issue:45381", "issue:45325|issue:45381", "issue:43644|issue:44079", "issue:43296|issue:45800", + "issue:43761|issue:44079", "issue:35707|issue:40444", "issue:44479|issue:45823", - "issue:43761|issue:44079", + "issue:44387|issue:44617", "issue:43606|issue:44265", "issue:44291|issue:44877", - "issue:44387|issue:44617", - "issue:43701|issue:45325", "issue:44568|issue:45920", + "issue:43701|issue:45325", "issue:43606|issue:43819", - "issue:43881|issue:44488", - "issue:41720|issue:45823", "issue:44186|issue:44265", - "issue:43262|issue:43746", + "issue:41720|issue:45823", "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", "issue:39692|issue:40444", "issue:40990|issue:45584", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:43572|issue:45759", - "issue:43257|issue:45923", - "issue:40990|issue:42947", - "issue:43317|issue:43873", - "issue:43377|issue:44898" + "issue:43257|issue:45923" ], - "prepared_review_unit_hash": "7f31c4b840859991158b7cd382cd07b77c0f51553f62ff9e36c00887af9d9fc6", + "prepared_review_unit_hash": "27984ff49a4f19df1013007ae29e9bee3328fafabdd37e1794b8d4bd743c230b", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37184, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly unrelated Transformers v5-era bugs and regressions (multimodal position IDs, quantization/offload, tokenizers, config/load issues, etc.). The soft edges mostly reflect shared subsystem vocabulary rather than the same concrete defect, so I would not merge any of them.", - "confidence": 0.84, - "canonical_issue_reason": "No true duplicate cluster is apparent. If one issue must represent the group, issue:43873 is the broadest offloading/quantization report and has the strongest activity signal, so it is the most reasonable cluster placeholder.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated model-specific regressions, mostly around Transformers v5 loading, tokenization, generation, and device/dtype behavior.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is broad, active, and closest to the offloading/quantization theme that several other items loosely resemble.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Whisper runtime crash vs meta-device loading breakage across some models." + }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure. Same vision domain, but not the same bug." + "reason": "Both are vision-model quality issues, but they affect different models and different code paths." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "One is an internal initialization-flag regression; the other is a bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope indexing vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "One is a ModelOutput key assignment bug, the other is junk-filled non-persistent buffers. No concrete shared failure mode." + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer initialization." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model config failing to tie them and the other is device-dependent serialization behavior. Related, but not the same bug." + "reason": "Both mention lm_head/tied weights, but one is failed weight tying for a specific config and the other is device-dependent serialization behavior." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Different Qwen2.5-VL paths: multi-image finetuning with IterableDataset vs video position-id regression. Same model family, different defects." + "reason": "Different failure modes: FineGrainedFP8Config loading vs GGUF loading on v5." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different models and loaders: FineGrainedFP8 Qwen3Moe failure vs Qwen2.5-GGUF loading under v5. Not the same issue." + "reason": "Same family (Qwen2.5-VL) but different modalities and bugs: multi-image finetuning vs video position IDs." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids. Close, but not clearly one bug." + "reason": "Different bugs within Qwen2.5-VL: still-image temporal scaling vs video vision_position_ids." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated internals with different symptoms." + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key handling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different stack and failure: PaddleOCR-VL loading in vLLM vs a torch/transformers version incompatibility. Not a duplicate." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to a torch/Transformers version incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression is a model forward-output bug, not ModelOutput key assignment." }, { "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." + "reason": "Different areas: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "One is a Qwen-vl video-input regression, the other a Gemma4 device_map mismatch. Different model paths and bugs." + "reason": "Qwen video-input regression and Gemma4 device mismatch are different concrete bugs." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment." + "reason": "Both can OOM, but one is a quantization memory regression and the other is a model-specific video OOM." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different code paths and failure modes." + "reason": "CPU offload device mismatch is unrelated to torch.export failures via torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights signature mismatch is unrelated to strict config blocking granite_speech loading." + "reason": "Both involve loading, but one is an unexpected init_empty_weights argument and the other is strict config validation." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Both are OOM-related, but one is int4 quantization memory growth and the other is a Sam3Video OOM report. Too broad to merge." + "reason": "Specific tokenizer special-token omission is not the same bug as broad wrong token-ID regression across models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Two tokenizer regressions, but on different APIs and models: special-token insertion vs wrong token IDs across multiple families." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Device mismatch with offload does not match DAC.from_latents forward/STE behavior." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Different model-loading failures for unrelated models; only the generic 'does not load' wording overlaps." + "reason": "Tokenizer crash on NER/padding is unrelated to export-time torch_compilable_check failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different device-mapping bugs on different models; one is cudaErrorAssert on A800, the other is Gemma4 PLE mismatch." + "reason": "Different models and different device issues; auto device map assert is not the same as PLE forward mismatch." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated subsystems." + "reason": "Weight tying/generation bug is unrelated to torch.compile SDPA failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Weight-tying in AyaVisionConfig and torch.compile/SDPA in Bamba are different bugs." + "reason": "Different models and load failures with no shared code path evidence." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc example errors for SigLIP2 are not the same as Qwen2.5-VL finetuning failures." + "reason": "Documentation/example errors are unrelated to a finetuning failure on iterable multimodal data." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a language-model benchmark and Whisper empty-transcription failure are unrelated." + "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo image-size mismatch are different model-specific problems." + "reason": "Padding-mask batch consistency bug is unrelated to processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and bf16 dtype mismatches in wrapper models are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as composite Qwen text_config unwrapping." + "reason": "Weight tying failure and dtype mismatch are different problems in different code paths." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed and a missing supports_gradient_checkpointing flag are different issues." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Perplexity regression on gpt-oss-20b and ineffective gradient checkpointing with PEFT LoRA are unrelated." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad offloading complaint. Not the same concrete bug." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "MIMI encoder batching/padding-mask behavior is unrelated to Perceiver interpolation on non-default resolutions." + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." } ] }, @@ -3869,30 +3831,32 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:34634", "issue:35707", "issue:36331", + "issue:40990", "issue:41720", "issue:42175", "issue:42617", "issue:42915", - "issue:43295", + "issue:42947", "issue:43296", "issue:43317", - "issue:43322", + "issue:43377", "issue:43404", "issue:43450", "issue:43454", "issue:43526", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3906,13 +3870,11 @@ "issue:44387", "issue:44423", "issue:44466", - "issue:44479", "issue:44534", "issue:44610", "issue:44756", "issue:44877", "issue:44898", - "issue:44918", "issue:44977", "issue:44991", "issue:45072", @@ -3922,278 +3884,271 @@ "issue:45684", "issue:45701", "issue:45704", + "issue:45759", "issue:45823", - "issue:46050", "issue:46291" ], "soft_pairs": [ + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43377|issue:44898", "issue:43873|issue:45701", "issue:43454|issue:43720", "issue:43296|issue:44991", + "issue:44466|issue:45357", "issue:41720|issue:44977", "issue:44991|issue:46291", "issue:43526|issue:43883", - "issue:44466|issue:45357", "issue:43881|issue:44991", "issue:42617|issue:42915", "issue:35707|issue:41720", - "issue:44008|issue:45823", - "issue:34634|issue:35707", "issue:43577|issue:43708", - "issue:44877|issue:44991", + "issue:34634|issue:35707", + "issue:44008|issue:45823", "issue:43450|issue:45701", - "issue:44186|issue:45072", "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:44877|issue:44991", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:42175|issue:46291", "issue:36331|issue:42617", "issue:44423|issue:45406", - "issue:44387|issue:45704", "issue:43873|issue:44756", - "issue:43550|issue:43606", - "issue:44610|issue:44898", + "issue:44387|issue:45704", "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:43550|issue:43606", "issue:44186|issue:44610", - "issue:45632|issue:45684", - "issue:43322|issue:46050", - "issue:43295|issue:45701", - "issue:42915|issue:43317", - "issue:44479|issue:44918", - "issue:41720|issue:43322" + "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "01e3eaed31eeb95d3010b86883f5c8253cc78564db50721c02fe0d225d30bd80", + "prepared_review_unit_hash": "b39d7704a7ad48c16bbfb331af76ee970cad9274760f87e246c46471f9e076a2", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38015, - "estimated_input_tokens": 9504, - "estimated_eval_tokens": 19264 + "soft_pair_count": 33, + "serialized_chars": 37756, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs share only broad keywords (loading, offloading, generation, tokenizer, serialization) but not the same concrete bug or fix path. I found no soft pair that should be merged as duplicates with high confidence. No PRs are present in the cluster.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43873 is the broadest representative issue in the set: it is open, has substantial discussion/inbound references, and its scope (offloading with quantization) matches the common infrastructure theme better than the many model-specific reports.", + "summary": "The cluster is mostly false-positive similarity: the paired issues share broad themes like loading, offloading, batching, or serialization, but not the same concrete bug. I would keep them separate and anchor the cluster on the open offloading/quantization report if a representative issue is needed.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, covering the offloading/quantization path that several nearby items loosely resemble.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate for the cluster because it is the most umbrella-like, active, and centrally referenced loading/offloading problem among otherwise unrelated reports.", + "best_issue_reason": "43873 is the best anchor because it is open, has the most discussion/references, and describes the core runtime path most likely to attract related follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Offloading/quantization regression vs tokenization behavior changes; different failure modes and code paths." + "reason": "Different problems: StableLm config field regression vs composite Qwen multimodal config unwrapping." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Both are loading-related, but one is tied-weight serialization and the other is packed-weight unpacking for BitNet; not the same bug." + "reason": "Both involve offload/quantization, but one is a dequantized model load failure and the other is a broader offloading regression; not the same bug." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Model load failure in vLLM vs tokenizer loading regression; unrelated subsystems." + "reason": "Unrelated failures: perplexity regression vs Trainer/LoRA gradient checkpointing behavior." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Different Qwen variants and different symptoms: device-map CUDA assert vs flash-attention generation bug." + "reason": "Both are shape/batching issues, but they affect different models and different preprocessing/model code paths." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer loading regression vs kernels package import/version requirement issue; separate root causes." + "reason": "Offloading/quantization vs tokenizer behavior change; no shared concrete failure mode." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Image processor label reduction bug vs missing tied-weights metadata on a model class; unrelated." + "reason": "Different model-loading bugs: untied lm_head weights vs packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different loaders and failures: vLLM/PaddleOCR-VL model load vs tokenizer loading for a specific model." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is lm_head weight saving by device and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Both involve save_pretrained serialization, but one is lm_head.weight tying and the other is visual encoder key saving; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen failures: device-mapping assert on A800 vs flash-attention generation corruption." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression vs kernels dependency/version requirement during evaluate import; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different subsystems: image processor label reduction vs model weight-tying attribute missing." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failures: model loading vs tokenizer loading; no shared concrete defect." + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime issue vs Qwen3Moe FP8 config failure; not the same underlying bug." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a device-mapping CUDA assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen3 device-mapping CUDA assert." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch; different models and bugs." + "reason": "Different concerns: dtype propagation in Blip2 vs resume_from_checkpoint max_steps calculation." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset is unrelated to generation with inputs_embeds and past_key_values." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Blip2 dtype loading bug vs Trainer max_steps resume calculation; different layers of the stack." + "reason": "Different Gemma variants and different failures: variable name collision in forward vs device-mismatch under auto device map." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Strict config handling for granite_speech vs tokenizer loading regression; unrelated." + "reason": "Video processor batch-shape bug is unrelated to tokenizer/version-dependent tokenization changes." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Video processor batch-shape bug vs tokenization changes; no common code path." + "reason": "Both touch multimodal model serialization, but one is tied lm_head weights and the other is incorrect visual encoder keys." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs dtype mismatch in inference; unrelated." + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bfloat16 inference; different code paths." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Weight-tying bug in Mistral3 vs incorrect saved visual encoder keys in Qwen3.5; different symptoms and fixes." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure vs accelerate loading of packed weights; separate problems." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature mismatch vs FP8 model load failure; no shared bug." + "reason": "Trainer API signature change vs Qwen3Moe FP8 configuration failure; no shared bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backends installation issue vs kernels dependency version gating; not duplicates." + "reason": "Package backend inclusion issue is unrelated to kernels version/revision import failure." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected Trainer keyword argument vs parallel script failure; unrelated." + "reason": "CustomTrainer loss signature regression and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous batching multimodal crash vs Gemma4Processor missing _tokenizer; different failure points." + "reason": "Continuous-batching multimodal crash and missing Gemma4Processor tokenizer attribute are distinct failures." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Quantization memory regression vs apex RMSNorm memory leak; both are memory-related but not the same defect." + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap/OOM on Strix Halo." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading in general and the other is mmap on Strix Halo; different fixes." + "reason": "Int4 quantization memory growth vs apex FusedRMSNorm memory leak are different memory issues." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different model-specific loading/compile failures; no shared code path." + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffer junk initialization are unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output-size mismatch vs Perceiver interpolation failure; both vision-related but not the same bug." + "reason": "Different vision-processing bugs: OmDet-Turbo emits the wrong input size, while Perceiver fails on non-default resolution." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "FSDP CPU RAM-efficient loading regression vs non-persistent buffer junk; different runtime paths." + "reason": "Different model/runtime failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs image processor output resolution mismatch; unrelated." + "reason": "Tokenizer NER/batching crash vs image processor resolution mismatch; not the same underlying bug." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache path collision for trust_remote_code vs permissions propagation in save_pretrained; separate concerns." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Segfault while loading Llava Next vs sinq quantization save/load breakage; not the same underlying defect." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 vs tokenization changes across versions; different reported breakages." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model loading with GPU+CPU offload; related theme, but distinct bugs." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Video-input regression in several Qwen VL models vs TRL SFT unpacking of embeddings; unrelated paths." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Device-map CUDA assert on Qwen3 vs Llava Next segfault; both model loading issues but different failure modes and fixes." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." } ] }, @@ -4209,13 +4164,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:29159", "issue:30064", @@ -4228,7 +4183,9 @@ "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43316", + "issue:43317", "issue:43322", "issue:43388", "issue:43421", @@ -4243,15 +4200,12 @@ "issue:43653", "issue:43720", "issue:43782", - "issue:43873", "issue:43881", "issue:44186", "issue:44361", "issue:44492", "issue:44509", - "issue:44514", "issue:44530", - "issue:44545", "issue:44671", "issue:44743", "issue:44913", @@ -4261,254 +4215,265 @@ "issue:45406", "issue:45464", "issue:45701", - "issue:45704", "issue:45759", "issue:45812", + "issue:46050", "issue:46291" ], "soft_pairs": [ + "issue:43322|issue:46050", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", "issue:40990|issue:45701", "issue:41720|issue:42617", "issue:41720|issue:45161", "issue:36010|issue:42617", "issue:43425|issue:46291", - "issue:43525|issue:46291", "issue:45081|issue:45812", + "issue:43525|issue:46291", "issue:43531|issue:43572", "issue:43316|issue:44913", - "issue:43540|issue:43782", "issue:44671|issue:44743", - "issue:43526|issue:43881", - "issue:44186|issue:44361", + "issue:43540|issue:43782", "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", "issue:29159|issue:36032", "issue:45406|issue:45464", - "issue:43550|issue:43653", "issue:30064|issue:34634", + "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:44530|issue:46291", "issue:43421|issue:45701", "issue:42915|issue:43322", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:34567|issue:35707", "issue:44492|issue:44509", - "issue:43388|issue:45059", - "issue:44514|issue:44545", - "issue:43873|issue:45704" + "issue:34567|issue:35707", + "issue:43388|issue:45059" ], - "prepared_review_unit_hash": "88811b8c44d401244575c0aa563c9436c9690bfb9818f94ddebd970fabddf15e", + "prepared_review_unit_hash": "27a3b56a7b039027910d20cafed1010f3a7e9de180ca6f37982d4a2d31728543", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36260, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal processors, generation, configs, loading, and distributed inference. The only clear duplicate pair is the Qwen2.5-VL batched `padding=False` crash.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44514 is the best canonical issue: it is the earlier, more specific report of the exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash, and issue:44545 appears to be the same bug with a near-identical title.", + "summary": "This cluster is a grab bag of unrelated Transformers bugs spanning tokenizers, processors, model loading, generation, training state, and docs. None of the soft-similarity pairs look like the same underlying bug/change, so I would not collapse any of them.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate topic in this set and has the clearest, most precise wording of the bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs sinq quantized save/load corruption." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/load-related, but they hit different models and code paths (FineGrainedFP8 vs dequantized gpu+cpu offload)." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a processor.tokenizer regression; the other is broad tokenization/version drift." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto-device-map cuda assert vs Llava Next segfault." + }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/version issues, but one is a perplexity regression and the other is a generic tokenization-change report; different symptoms and likely different causes." + "reason": "High perplexity on a specific model is not the same issue as version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "One is a Qwen3 device-mapping CUDA assert, the other is a failure running `3d_parallel.py`; different code paths." + "reason": "Unrelated: model auto device mapping assert vs inability to run a parallel script." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve large-model distributed setups, but the concrete failures differ: CUDA assert during auto device mapping vs tensor-parallel not working for GPT-OSS MoE." + "reason": "Different Qwen3-family problems; one is device mapping, the other is TP-only behavior in GPT-OSS MoE." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "`GenerationMixin` import failure is unrelated to `3d_parallel.py` execution." + "reason": "Import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and `evaluate`/kernels import requirements are different dependency issues." + "reason": "Torch 2.10 compatibility is separate from kernels import/version metadata requirements." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to kernels version/revision import constraints." + "reason": "Both tokenizer-adjacent, but one is Mistral regex patching crash and the other is Granite token ID regression." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Different model families and different bugs: Mistral regex patching vs Granite token IDs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels import failure." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window behavior bug; the other is a StableLm config attribute regression." + "reason": "Different config bugs: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a Gemma3 API discrepancy and the other is GPTNeoX config reload behavior." + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Qwen3OmniMoe video-processing `ValueError` and Qwen3VL `weight_only=True` load failure are different issues." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different code paths." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + "reason": "Different multimodal failures: video input processing vs from_pretrained weight_only loading." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "BEiT label reduction and glm-4v loading failure are unrelated." + "reason": "Runtime post-processor update bug is distinct from Granite token ID output regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizers/models and different task contexts; not the same underlying bug." + "reason": "Different tokenizers, different task failures, and different error modes." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Special-token runtime post-processor update bug is different from Granite token-ID regression." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Generic slow/fast tokenizer inconsistency is broader and different from the specific T5 `add_special_tokens` name conflict." + "reason": "Both concern tokenizers, but one is slow/fast behavior mismatch and the other is a T5 class loading conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor `_tokenizer` crash in serve and Qwen3.5 streaming chat/completions failure are distinct server/model issues." + "reason": "Gemma4Processor missing _tokenizer in serve is separate from Qwen3.5 streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token decode issue are unrelated." + "reason": "torch.compile/SDPA issue in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but one is CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading; different concrete bugs." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset failures are unrelated." + "reason": "CPU offload device mismatch and packed-weight unpacking are different accelerate-loading bugs." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache group-type crash and kernels import-version requirement are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels package import/version checks." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor behavior is unrelated to tokenization changing across Transformers versions." + "reason": "Special-token post-processor update bug is not the same as generic tokenization changes across versions." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 failure and Llava Next segmentation fault are unrelated model-loading problems." + "reason": "Different models and failures; not the same underlying loading bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as BigBirdTokenizer mask-token registration/empty decode." + "reason": "CPU offload device mismatch is unrelated to tokenizer mask-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to `AutoModelForCausalLM.from_config` failing to unwrap `text_config`." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "Trainer token-count state not updating and progressive generation with `inputs_embeds`/`past_key_values` are different behaviors." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are separate issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not the same issue." + "reason": "A typo in cache strategy docs/code is unrelated to removed pipeline task documentation." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Metric gathering on the last batch vs SAM3 PCS text/bounding-box behavior are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same bug: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated." + "reason": "Metrics gathering label dropping is unrelated to SAM3 text/bbox behavior." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate pair is supported by near-identical titles and timestamps, and the soft-edge rejections stay cautious without overstating equivalence. Canonical issue choice is reasonable from the packet." - }, - "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 }, @@ -4517,13 +4482,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:33666", "issue:34634", @@ -4537,21 +4502,22 @@ "issue:43421", "issue:43525", "issue:43531", + "issue:43540", "issue:43653", "issue:43746", "issue:43782", "issue:43844", "issue:43873", "issue:43927", - "issue:43994", "issue:44062", "issue:44186", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -4570,256 +4536,260 @@ "issue:45704", "issue:45759", "issue:45859", - "issue:45907", - "issue:45923" + "issue:45923", + "issue:46294" ], "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43873|issue:45704", "issue:42490|issue:43329", - "issue:41720|issue:43746", "issue:43421|issue:43927", - "issue:44898|issue:45072", + "issue:41720|issue:43746", "issue:44451|issue:44991", + "issue:44898|issue:45072", "issue:45759|issue:45859", "issue:33666|issue:35707", "issue:43531|issue:44589", "issue:45588|issue:45759", "issue:44987|issue:45042", - "issue:44062|issue:44451", "issue:44368|issue:45357", - "issue:39692|issue:44610", + "issue:44062|issue:44451", "issue:43421|issue:43653", + "issue:39692|issue:44610", "issue:45704|issue:45923", - "issue:44918|issue:44936", - "issue:45663|issue:45923", "issue:43381|issue:43844", + "issue:45663|issue:45923", + "issue:44918|issue:44936", "issue:42886|issue:44843", - "issue:34634|issue:41720", - "issue:45704|issue:45859", "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", "issue:43525|issue:43531", "issue:43381|issue:45704", - "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:39692|issue:43873", + "issue:43540|issue:46294", "issue:44625|issue:45479", - "issue:43994|issue:44671", - "issue:45356|issue:45907" + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "726af909ef077f2202db8f0ac8b803af83b96af11acc43d62003680b2b170727", + "prepared_review_unit_hash": "7f0db49d0f92ff56615d23e3cdd53301f9cb25abb1f16196fcf14a11fca45259", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36581, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated issue reports across different models, tokenizer paths, training setups, and docs/examples. There are a few thematic overlaps, but no pair looks like the same underlying bug or change, so I would not merge any of the soft candidates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue set. The strongest match is issue:44514 / issue:44545, which looks like a likely duplicate pair from near-identical titles and the same processor/method, but the packet does not provide body-level corroboration. No PRs were present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the cleaner representative of the likely duplicate pair, with a more direct title for the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44545 is the best representative of the near-identical Qwen2.5-VL chat-template reports, though the duplicate status is still only weakly supported by the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical titles, same processor/method, and same batched-input padding=False crash pattern; likely the same bug, though body-level confirmation is limited here." + }, + { + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Different failure surfaces: local-path import warning vs undefined video token counting helpers in multimodal processing." + "reason": "Quantization/offloading behavior versus a T5 RMSNorm memory leak are different underlying bugs." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Unrelated models and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Local-path trailing-slash warning and multimodal token counting undefined-variable crash are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token/config state, but one is runtime post-processor updates and the other is save/load loss of custom token IDs." + "reason": "Tokenizer post-processor updates and DiaConfig save/load token-ID loss are different components and failure modes." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Different model classes and bugs: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapper inference." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but for different models and likely different root causes." + "reason": "Both are tokenizer-loading problems, but the models and concrete failure paths differ." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different concrete problems: config unwrapping for multimodal CausalLM vs CPU-offload incompatibility in rotary embedding." + "reason": "Composite-config unwrapping and CPU-offload incompatibility in rotary embeddings are not the same code-path issue." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Different workflows and models: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + "reason": "Multi-GPU training and progressive generation with inputs_embeds/past_key_values are distinct issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different bugs entirely: sliding_window behavior in Qwen3-MoE vs missing Float8 storage deserialization support." + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are unrelated." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different subsystems: flash_attention crash on sink-less models vs multimodal config unwrapping." + "reason": "flash_attention s_aux handling versus composite Qwen config unwrapping are different bugs." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Separate issues: one model load regression, the other unnecessary torchvision dependency in PIL image processors." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer construction error vs failing to load a specific pretrained model; not the same bug." + "reason": "A specific model load failure and PIL backend processors requiring torchvision are separate problems." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: warning about tie_word_embeddings during fine-tuning vs incorrect visual encoder keys on save_pretrained." + "reason": "tie_word_embeddings warning during LoRA training and incorrect visual encoder keys on save are not the same bug." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both mention processor/example mismatches, but one is docs/quantization errors and the other is an image size mismatch in OmDet-Turbo." + "reason": "AddedToken keyword-argument conflict and model-specific tokenizer load failure are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Shared tokenizer/special-token theme, but one is runtime post-processor syncing and the other is BigBird mask token registration." + "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Different concerns: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor/model size mismatch are unrelated." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different trainer failures: Qwen3.5 input embedding unpacking vs evaluate() failing after train()." + "reason": "RMSNorm memory leak and missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different code paths: Gemma-4 FSDP2 shared_kv_states bug vs missing model capability flag." + "reason": "FSDP2 shared_kv_states rebuild bug and missing gradient-checkpointing flag do not look like the same defect." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both training-related, but one is gradient checkpointing in eval mode and the other is ZeRO-3 gradient growth." + "reason": "TRL input-embedding unpacking failure and trainer.evaluate after trainer.train are different failures." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both touch offline tokenizer loading, but one is a generic cache failure and the other is a specific _patch_mistral_regex/model_info call." + "reason": "Offline tokenizer cache loading and the mistral-regex model_info call are related to offline mode but not clearly the same bug." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Completely different model families and bug types: BarkProcessor voice preset vs Qwen3 device-mapping CUDA assert." + "reason": "Special-token post-processing updates and LayoutLMv2 NER/padding crashes are unrelated." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different implementation areas: T5 normalization memory leak vs CPU-offload failure in Qwen3_5Moe rotary embedding." + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU-offload incompatibility are different underlying problems." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Both tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/padding crashes." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window handling are separate config bugs." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No overlap beyond general training/runtime issues; gradient-checkpointing eval mode is unrelated to T5 RMSNorm leak." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen VL issues, but one is weight_only load failure and the other is wrong video vision_position_ids." + "reason": "Gradient checkpointing in eval mode and a T5 memory leak are not the same issue." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Related by fix_mistral_regex naming, but one crashes on backend_tokenizer access while the other is a Kimi-K2.5 codec/regression warning issue." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError on tokenizer loading and the other is a codec-handling regression." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different problems: documentation/example mistakes vs offloading behavior with quantization." + "reason": "Documentation/example errors and quantization/offloading behavior are unrelated." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Both involve classification labels, but one is config propagation and the other is a degenerate zero-loss training bug." + "reason": "These are both Qwen video-input bugs, but the titles point to different failure conditions without a clear shared code path." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + "reason": "num_labels propagation and degenerate zero-loss classification are different bugs." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Unrelated: tokenizer regression in Kimi-K2.5 vs Hub API forwarding revision in list_repo_files." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position-id issues are different multimodal failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:44514 / issue:44545 is plausible from the near-identical titles, but the writeup overstates the evidence by calling it a \"confirmed duplicate pair\" and asserting the same crash without body-level corroboration or explicit linkage in the packet. The rest of the soft-edge rejections look conservative, and there are no PRs in the packet, but the summary should stay more tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4828,18 +4798,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:30064", "issue:36010", "issue:36331", - "issue:39692", "issue:42915", "issue:43295", "issue:43335", @@ -4860,6 +4829,7 @@ "issue:43819", "issue:43873", "issue:43950", + "issue:43994", "issue:44008", "issue:44062", "issue:44077", @@ -4877,253 +4847,254 @@ "issue:45072", "issue:45081", "issue:45183", - "issue:45381", + "issue:45356", "issue:45479", "issue:45834", + "issue:45907", "issue:45987", "issue:46032", "issue:46050" ], "soft_pairs": [ - "issue:43596|issue:44220", + "issue:43994|issue:44671", + "issue:45356|issue:45907", "issue:30064|issue:36010", + "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:43746|issue:46050", "issue:43653|issue:43720", - "issue:44220|issue:44661", "issue:44077|issue:44625", + "issue:44220|issue:44661", + "issue:42915|issue:43746", "issue:43540|issue:44008", "issue:43618|issue:43697", - "issue:42915|issue:43746", "issue:43550|issue:45072", "issue:43746|issue:43873", "issue:43295|issue:45834", "issue:43550|issue:43819", "issue:45183|issue:45479", - "issue:43716|issue:44008", "issue:43388|issue:46032", "issue:44186|issue:44898", - "issue:43653|issue:43819", + "issue:43716|issue:44008", "issue:43335|issue:43756", "issue:44062|issue:44488", + "issue:43653|issue:43819", "issue:43531|issue:43643", - "issue:43950|issue:45987", "issue:44843|issue:45081", - "issue:43540|issue:45381", + "issue:43950|issue:45987", "issue:43643|issue:44877", "issue:30064|issue:36331", - "issue:43421|issue:44811", "issue:44448|issue:44671", - "issue:39692|issue:45834" + "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "86abff707fb95fcd3cfd687dcba8deb54f756c71cf8eb6e4260892b9f6c1380e", + "prepared_review_unit_hash": "1f0df0e714efb5dca084cb92b435d498c0aa266586fcbb0e11c87f4363eb7031", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated bugs/regressions in tokenizers, config loading, multimodal preprocessing, training, quantization, and model-specific inference paths. I do not see any true duplicate pair among the soft candidates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this set; the artifacts are not the same underlying bug and span unrelated code paths.", + "summary": "This cluster is heterogeneous: the soft-linked items mostly share only broad Transformers-adjacent themes, not the same underlying bug. No soft edge looks like a true duplicate or mergeable PR pair.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43873 is the most active/open item in the set with the strongest discussion and inbound references, so it is the best representative issue even though the cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative because the cluster is not duplicate-like; any pick would be arbitrary.", + "best_issue_reason": "issue:43873 is the best overall representative by activity and visibility; it stands out more than the other unrelated bugs, but it should not be treated as a duplicate umbrella for them.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: one is SigLIP2 loading/pipeline nonsense, the other is CamemBERT MLM prediction regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different subsystems and failures: DeepSpeed/BertModel init vs audio fbank extraction." + "reason": "Tokenizer regression/warning issue vs repository listing revision forwarding; unrelated code paths." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation map processing vs GenerationMixin import error are unrelated." + "reason": "ImageProcessor void-segmentation handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel init crash vs audio fbank feature extraction bug; different subsystems." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerate-loading/unpacking bug vs DAC latent conversion/STE mismatch." + "reason": "BitNet accelerate-loading packed-weight bug vs DAC latent/STE mismatch; not the same underlying defect." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption; different code paths." + "reason": "Both are loading/saving related, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; not the same bug." + "reason": "Tokenizer special-token decode issue vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy change vs Qwen3.5 num_labels propagation; different bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction vs add-new-model-like/TOKENIZER_MAPPING_NAMES handling are unrelated." + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping failure do not share the same code path." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation are different config issues." + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are distinct model-loading issues." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs Gemma3n variable-name collision AttributeError." + "reason": "Both are multimodal-model bugs, but the video-input ValueError and the Gemma3n tensor-name collision are different root causes." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions regression vs RTDetrV2 output drift; different models and defects." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3Moe FP8 config failure vs GraniteSpeech PEFT checkpoint loading." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-specific regressions." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba SDPA/torch.compile failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention inference/runtime dtype or compile behavior, but the Bamba SDPA compile failure and the SwitchTransformers/TimmWrapper dtype mismatch are different problems." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading vs offloading-with-quantization behavior; not the same path." + "reason": "Both involve loading/offloading themes, but one is PEFT local checkpoint loading and the other is quantization offloading behavior; not the same bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer regression vs Kosmos2.5 long-OCR index error; unrelated." + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile SDPA bug vs DAC from_latents/STE mismatch." + "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba versus DAC forward/from_latents mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "input_ids/inputs_embeds validation vs single-label-classification zero-loss issue." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Image-preprocessor dtype mismatch vs audio_mel_mask attribute collision." + "reason": "Input/embedding validation messaging is unrelated to the single-label-classification zero-loss bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation vs Mamba2 use_cache correctness." + "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are separate defects." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs Perceiver resolution/interpolation failure." + "reason": "Tokenizer crash on NER inputs and Perceiver non-default-resolution failure are unrelated model/tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "BigBird special-token decode regression vs DAC latent/STE mismatch." + "reason": "Different multimodal issues: dtype mismatch in Mistral-3 preprocessing versus Gemma3n attribute collision." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer omission." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are distinct architecture/config regressions." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken kwarg conflict vs tokenizer/model loading failure are not the same bug." + "reason": "AddedToken special-arg duplication and sleng-bert loading failure are different tokenizer problems." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code config field loss." + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Non-persistent buffer corruption vs StaticCache return-type contract." + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are different code paths." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve Mistral regex handling, but one is offline model_info() access and the other is backend_tokenizer attribute access; different failure points." + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; similar area, different bugs." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs qwen2.5-vl vision_position_ids mismatch." + "reason": "from_pretrained buffer corruption and StaticCache seq_length contract violation are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict-config rejection for granite_speech." + "reason": "Config-loading regressions in different places: missing fields from trust_remote_code vs strict config blocking granite_speech loading." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation map processing vs CustomTrainer.compute_loss kwarg error." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Tokenizer post-processor refresh vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + "reason": "Both are version-regression output differences, but they affect different models and do not share the same underlying fix." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 doc/quantization example issues vs Kosmos2.5 OCR index error." + "reason": "TokenizerBackend post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer/processor issues." } ] }, @@ -5139,31 +5110,30 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", + "issue:39692", "issue:42175", - "issue:43262", "issue:43322", "issue:43404", "issue:43452", + "issue:43540", "issue:43577", "issue:43582", "issue:43606", - "issue:43650", "issue:43720", "issue:43782", "issue:43818", - "issue:43819", "issue:43825", "issue:43827", "issue:43906", @@ -5186,6 +5156,7 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45381", "issue:45406", "issue:45584", "issue:45685", @@ -5196,8 +5167,10 @@ "issue:46209" ], "soft_pairs": [ - "issue:43782|issue:44977", + "issue:43540|issue:45381", "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43782|issue:44977", "issue:45584|issue:45834", "issue:44821|issue:45084", "issue:43322|issue:45685", @@ -5206,221 +5179,219 @@ "issue:44186|issue:44442", "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44561|issue:45020", "issue:44485|issue:44509", + "issue:44561|issue:45020", "issue:45987|issue:46192", "issue:28218|issue:29159", "issue:43577|issue:43582", "issue:44805|issue:44936", "issue:44610|issue:45072", - "issue:43720|issue:45072", "issue:43452|issue:44991", + "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:43404|issue:43782", - "issue:43582|issue:44857", - "issue:43906|issue:46209", "issue:45081|issue:45406", + "issue:43582|issue:44857", "issue:42175|issue:45081", - "issue:44671|issue:45701", - "issue:43262|issue:43819", - "issue:43650|issue:43906" + "issue:43906|issue:46209", + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "ffc6d79ca2f9664b952a060c1bbd843edc1bd7203eada876f64280989cdc6aad", + "prepared_review_unit_hash": "2932e63c432412c817e01b29a8bd2af82df93765087dde2491489f062ecfc42f", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35494, - "estimated_input_tokens": 8874, - "estimated_eval_tokens": 18004 + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items span many unrelated regressions across tokenization, model loading, multimodal processors, docs, and device/dtype issues. None of the soft pairs look like the same concrete bug or mergeable PR change, so I would reject all soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45701 is the most representative open issue here: it is broad, user-facing, and has the highest apparent reach among the tokenizer-regression reports, making it the best single issue anchor if one must be chosen.", + "summary": "The cluster is highly heterogeneous. Most soft pairs share only a broad subsystem or symptom, not the same concrete bug/change, so I would reject all soft edges. The closest representative issue is the broad tokenizer-regression report, but it is not a true duplicate anchor for the whole cluster.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the closest representative, but the cluster is too heterogeneous for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best overall issue candidate because it is open, broadly phrased, and closest to a cluster-wide regression theme rather than a narrow one-off failure.", + "best_issue_reason": "45701 is the most generally framed runtime regression here and overlaps the tokenizer-related subset better than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen3.5 flash-attention generation." + "reason": "Different models and failure modes; both are video-input bugs but not the same concrete bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype inheritance bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + "reason": "One is a dtype-loading issue in BLIP2; the other is a Video-LLaVA architecture/weight-sharing bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to Kosmos2.5 long-OCR indexing failure." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model families and different code paths: weight-only load error vs flash-attention generation bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." + "reason": "Whisper empty-transcription behavior is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/template compilation failures are unrelated loader issues." + "reason": "AutoImageProcessor URL loading and template compilation are unrelated failure paths." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault on load and MPS int histogram support are separate runtime problems." + "reason": "Different subsystems and models: Llava loading segfault vs MoE MPS histogram dtype error." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch for Bark is not the same as dtype mismatches in other models." + "reason": "Both are device/dtype-ish, but the concrete model paths and root causes differ." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video input regression in Qwen VL models is unrelated to Kosmos2.5 OCR index errors." + "reason": "Qwen video regression is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and AutoTokenizer loading failure for FastSpeech2Conformer are different tokenizer bugs." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer load failure are different tokenizer code paths." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Bad v5 pipeline error message and SigLIP2 nonsensical outputs are not the same defect." + "reason": "One is an error-message/docs issue; the other is a model output correctness bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import breakage are unrelated." + "reason": "BarkProcessor voice-preset handling and GenerationMixin import failure are unrelated." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad umbrella report; not the same concrete bug." + "reason": "GLM-5 RoPE implementation is not the same as stale docs mentioning removed pipeline tasks." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad report; not clearly the same bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type bug and return_tensors being ignored are separate API issues." + "reason": "StaticCache sequence-length contract and text_kwargs/return_tensors handling are different API bugs." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both involve tokenization, but one is an added-token spacing bug and the other is a broader slow/fast tokenizer inconsistency." + "reason": "Added-token spacing and slow/fast tokenizer inconsistency overlap only loosely; not the same concrete defect." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "BLIP2 dtype loading and AppleSilicon warmup TypeError are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are not the same failure." + "reason": "Mask shape IndexError and trainer.evaluate-after-train are different runtime failures." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "Processor image-size mismatch is unrelated to dtype mismatch bugs." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is a different loading path than dtype mismatch issues." + "reason": "gguf_file loading failures and a tokenizer-specific version regression are different issues." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both are loading regressions, but one is gguf_file/from_pretrained breakage and the other is a specific tokenizer load failure; not the same bug." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch behavior." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect error message, the other is stale docs; related topic, but not the same underlying change." + "reason": "Docs referencing removed pipelines and the error message wording are related topic-wise but not the same issue." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-specific defects." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP crash are unrelated hardware-specific issues." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." + "reason": "Mistral3 lm_head tying and Qwen3VL weight-only loading are unrelated model bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are different attribute/path bugs." + "reason": "Both are AttributeErrors during loading, but they hit different components and code paths." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Missing TensorFlow backend dependency and tokenizer regex patch crash are unrelated." + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are different backend-specific bugs." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "CamemBERT MLM prediction regressions may involve tokenization changes, but the reports are not concrete duplicates of the same bug." + "reason": "Dependency/backend packaging issue vs tokenizer regex crash; no shared bug." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are different subsystems." + "reason": "An isolated reproduction of another issue is not the same as the FP8 B200 inference bug." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction report." + "reason": "CamemBERT masked-LM correctness and tokenization-version changes are different layers of the stack." } ] }, @@ -5436,24 +5407,22 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:42490", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43454", "issue:43526", "issue:43531", @@ -5463,6 +5432,7 @@ "issue:43643", "issue:43644", "issue:43645", + "issue:43650", "issue:43653", "issue:43697", "issue:43720", @@ -5471,6 +5441,7 @@ "issue:43749", "issue:43819", "issue:43854", + "issue:43906", "issue:43927", "issue:44060", "issue:44291", @@ -5494,245 +5465,245 @@ "issue:46285" ], "soft_pairs": [ - "issue:43526|issue:43697", + "issue:43262|issue:43819", "issue:45003|issue:46285", "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43650|issue:43906", "issue:44060|issue:44368", "issue:43742|issue:45020", "issue:45084|issue:45538", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43746|issue:44811", "issue:43644|issue:43749", + "issue:43746|issue:44811", "issue:43638|issue:44936", "issue:43550|issue:44912", "issue:43819|issue:43927", - "issue:36010|issue:43645", "issue:34634|issue:36331", + "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:43720|issue:44610", "issue:45459|issue:45803", - "issue:43454|issue:43577", - "issue:36010|issue:36331", + "issue:43720|issue:44610", "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43454|issue:43577", "issue:43531|issue:45042", - "issue:43262|issue:44811", "issue:43749|issue:44291", + "issue:43262|issue:44811", "issue:43257|issue:43329", - "issue:43643|issue:45759", - "issue:43329|issue:43450", - "issue:42490|issue:43257" + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "840aa2ddfa517ec73af763805d536b43868970d2d572ffb4c4943f2713f19983", + "prepared_review_unit_hash": "33fedcd68b1284a356ffdc789664905a78309171d4212102b81b6c146e4fc49e", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37068, - "estimated_input_tokens": 9267, - "estimated_eval_tokens": 18790 + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs and regressions. The soft pairs share only broad subsystem similarity in a few cases, but none look like the same concrete underlying bug or change, so I reject all soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like regression report in the set, covering recent-version breakage across remote-code models and serving best as a general reference point.", + "summary": "The cluster is heterogeneous: the soft pairs cover unrelated loading, processor, training, quantization, and architecture bugs. None of the candidate pairs look like the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate emerges from the titles alone. If one must be chosen as the broadest umbrella issue, issue:45020 is the most general model-loading regression, but it does not subsume the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best single issue to keep as the representative item because it is high-level, user-impacting, and spans a wider class of loading/runtime regressions than the other candidates.", + "best_issue_reason": "issue:45020 is the broadest and most general issue in the set, centered on recent transformers regressions affecting model loading with remote code. It is the least specific anchor, though still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Different bugs and model families: BEiT label reduction vs RT-DETR v2 output differences." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE behavior." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unrelated regressions: unsafe sys.modules access vs CLIP text-model structural inconsistency." + "reason": "Unsafe sys.modules access is a different bug from CLIP text model structure changes." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback issue; no shared code-path." + "reason": "BigBird tokenizer special-token registration has nothing to do with MXFP4 quantization fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A Beit label-reduction bug is not the same as RTDetrV2 output drift in v5." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue text and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tie-weight warnings, but one is a wrong tying bug and the other is a warning/config issue for a different scenario." + "reason": "Both mention tied-weight warnings, but they describe different Qwen config/model-loading problems." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM loading key error vs broad remote_code breakage; not the same failure mode." + "reason": "A specific MobileLLM key error is broader-scope related but not the same remote_code regression." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error is unrelated to CLIPTokenizer max_length handling." + "reason": "Template-node compilation errors are unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different areas entirely: multimodal token counting vs auto-mapping references to removed configs." + "reason": "A multimodal token-count video-path bug is unrelated to removed auto_mappings references." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error vs PIL image processor dependency regression; unrelated." + "reason": "A missing Float8 storage type error is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech vs Whisper decode parameter handling; different code paths." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM loading are different loading bugs with different failure modes." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both are loading-related, but non-persistent buffer junk and FSDP CPU RAM efficient loading are distinct bugs." + "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 training IndexError with non-pretrained Bert vs evaluate-after-train failure; no duplicate signal." + "reason": "Zero3/non-pretrained Bert index errors are a different path from trainer.evaluate() failing after train()." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs MXFP4 quantization fallback in git-oss-20b." + "reason": "torch.compile+SDPA on Bamba is unrelated to MXFP4 quantization loading on git-oss-20b." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent decoding mismatch vs DiaConfig token-ID persistence and generation IndexError; unrelated." + "reason": "DAC latent/STE mismatch and DiaConfig custom token IDs after save/load are different bugs." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Import path break for GenerationMixin vs notebook custom-model initialization break; different symptoms and fixes." + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Bark voice_preset bug and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "GenerationMixin import path breakage is not the same as custom-model initialization issues in notebooks." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs example/model-processor mismatch and quantization failure vs a specific MXFP4 loading fallback bug." + "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss-20b MXFP4 loading." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading test issue vs Qwen3.5 flash-attention generation issue; different models and failures." + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities vs OmDet-Turbo image size mismatch; not the same bug." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo image-size mismatch are different vision-model bugs." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "BitNet packed-weight loading bug vs OmDet-Turbo processor output shape bug." + "reason": "Both involve overbroad exception handling, but in different code paths and with different triggers." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both involve exception handling, but they are different swallows in different modules and not the same defect." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor sizing." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "AyaVision weight-tying bug vs Blip2 dtype propagation issue; unrelated." + "reason": "Label reduction in BeitImageProcessorFast is unrelated to an MPS attention correctness issue." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss kwarg mismatch are clearly different bugs." + "reason": "ImportError from transformers.generation is unrelated to CustomTrainer.compute_loss keyword handling." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "BEiT label reduction vs MPS attention correctness issue; no overlap beyond being model bugs." + "reason": "AyaVision weight-tying failure and BLIP2 dtype propagation are different model-loading issues." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to torchvision dependency regression in PIL image processors." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency changes." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling; different processor paths." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are distinct loading failures." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading regressions." + "reason": "Audio processor sampling-rate defaults are unrelated to Whisper batch_decode token-skipping." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined video-token helpers; unrelated." + "reason": "Qwen3-MoE accelerate/deepspeed weight conversion and multimodal token counting are different code paths." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields with trust_remote_code in AutoConfig vs composite Qwen text_config unwrapping in AutoModelForCausalLM; different config layers." - }, - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Undefined video helper functions vs batched video processor shape mismatch; same subsystem but not the same bug." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local-model import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." + "reason": "Missing fields with trust_remote_code and unwrapping text_config for composite Qwen configs are separate config-construction bugs." } ] }, @@ -5748,13 +5719,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:24643", "issue:29159", @@ -5763,10 +5734,12 @@ "issue:38175", "issue:40990", "issue:41720", + "issue:42490", "issue:42915", "issue:43257", "issue:43317", "issue:43329", + "issue:43450", "issue:43452", "issue:43540", "issue:43577", @@ -5800,271 +5773,274 @@ "issue:45538", "issue:45588", "issue:45701", - "issue:45823", "issue:45859", "issue:45907" ], "soft_pairs": [ - "issue:43606|issue:45859", + "issue:42490|issue:43257", + "issue:43329|issue:43450", "issue:34567|issue:40990", + "issue:43606|issue:45859", "issue:44568|issue:45356", - "issue:43329|issue:44479", "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:44849|issue:45701", "issue:42915|issue:43742", "issue:44291|issue:45042", - "issue:44849|issue:45701", "issue:43257|issue:43931", - "issue:43452|issue:43582", "issue:43927|issue:44912", - "issue:42915|issue:44821", - "issue:41720|issue:43540", + "issue:43452|issue:43582", "issue:43697|issue:45357", "issue:44568|issue:45488", + "issue:42915|issue:44821", + "issue:41720|issue:43540", "issue:33357|issue:34567", "issue:42915|issue:45538", "issue:44987|issue:45538", + "issue:43317|issue:45538", "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:43540|issue:44560", - "issue:43317|issue:45538", - "issue:45137|issue:45405", "issue:44987|issue:45907", + "issue:45137|issue:45405", "issue:24643|issue:29159", "issue:43742|issue:44291", - "issue:43577|issue:45072", "issue:44062|issue:44991", + "issue:43577|issue:45072", "issue:38175|issue:44898", - "issue:44737|issue:45588", "issue:43257|issue:43696", - "issue:43540|issue:45823" + "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "bea4e23ce16e436c3334580e4604935b10510e72b13fc8dbcf1521dd682bb646", + "prepared_review_unit_hash": "33a6c6b3a87c1099dd6965c5c4d71c1c38040feb2c8ca32d2eddad830c2a7ee8", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37716, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of broadly similar-looking but mostly unrelated transformer bugs (tokenizer regressions, Qwen video/device-map issues, model loading/dtype problems). I did not find any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 45488 is the clearest concrete bug report in the set and a good duplicate anchor: it describes a specific tokenizer regression with real downstream breakage and inbound references.", + "summary": "Kept the Qwen video-input pair as the only plausible duplicate subcluster; the tokenizer-loading pair is too speculative without a clearer shared defect path. Overall the cluster is mostly unrelated model- or tokenizer-specific issues.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 44479 is the broadest and best-supported representative of the Qwen VL video-input regression cluster, with 45381 fitting as a narrower instance of the same v5.3.0 video bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the best overall issue here because it is specific, actionable, and representative of a real regression rather than a vague symptom report.", + "best_issue_reason": "Issue 44479 is the strongest issue to anchor the cluster because it describes the broad video-input regression across multiple Qwen VL variants, rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning and Qwen3 MOE weight conversion are different loading paths and failure modes." + }, + { + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both mention offload/device mismatch, but they involve different models and different failure paths." + "reason": "Both are video-related, but one is an undefined helper in multimodal token counting and the other is batched video processor shape handling." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer state bookkeeping and GPT-oss perplexity are unrelated symptoms." + "reason": "TrainerState token tracking and GPT-OSS perplexity are unrelated symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/device behavior, but they affect different models and different code paths." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is codec/warning handling for a different model family." + "reason": "Tokenizer regressions, but with different tokenizer families and different mechanisms." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both concern video paths, but 43329 is an undefined-helper bug and 44479 is a broader regression across several Qwen variants." + "reason": "Both are video-related, but the concrete bugs differ: undefined multimodal-token helpers versus a broader Qwen VL video regression." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + "reason": "Hidden-states output behavior and tokenization changes are different areas of the stack." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FP8 Qwen3-MoE loading and MobileLLM key errors are different model-loading failures." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected init argument during empty-weight loading is unrelated to PIL/torchvision backend requirements." + "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "A Qwen3.5 hidden-states bug is not the same as a broad tokenization-change report." + "reason": "Qwen MOE weight conversion and Qwen3-VL shape mismatch are distinct model-loading bugs." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is different from a Qwen3-VL weight-shape mismatch." + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF/from_pretrained loading and Apple Silicon allocator warmup are unrelated bugs." + "reason": "GGUF/auto-load tokenizer-model handling and Apple Silicon allocator warmup are separate bugs." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Custom token ID persistence and MXFP4 quantization fallback are different issues." + "reason": "Different model-specific regressions with different symptoms and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both touch tokenizers, but they involve different bugs and model families." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 config loading for Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." + "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a video-processing ValueError." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are unrelated code paths." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer bugs, but the concrete failures differ: missing BOS/EOS addition vs overriding tokenizer.json pre-tokenizer settings." + "reason": "Different Qwen3 failures with no shared concrete code path." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS CLIP bus error is unrelated to TrainerState token counting." + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are unrelated." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3-MoE FP8 loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length bug are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading regression and CLIPTokenizer max-length behavior are different bugs." + "reason": "Different tokenizer/model-loading issues with no evidence of the same underlying bug." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Both are video-related regressions, but 45381 is specifically wrong vision_position_ids while 44479 is a broader v5.3 regression report." + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "These both touch Qwen video input, but the failure descriptions point to different concrete bugs." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen VL video-input regressions, and 45381 reads as a narrower symptom of the broader bug reported in 44479." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Different Qwen video failures: ValueError in one model versus StopIteration in another." + "reason": "Both are video-input failures, but they appear to affect different Qwen model families and likely different regressions." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Device-map offload loading and CLIPTokenizer max-length are unrelated." + "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque errors and a PEFT version pin issue are not the same problem." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump issue are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to tokenizer inconsistency." + "reason": "DeepSpeed runtime weight-shape error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Key error loading a model and an unexpected init_empty_weights argument are different loading bugs." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both are dtype-related, but they affect different models and different mechanisms." + "reason": "MobileLLM key error and init_empty_weights incompatibility are different loading problems." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument duplication and a tokenizer-loading regression for est-roberta are not the same bug." + "reason": "The AddedToken special-argument TypeError and the EMBEDDIA/est-roberta tokenizer load failure are not shown to share the same concrete code path." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failures are unrelated vision-model issues." + "reason": "Different dtype-related model issues on different architectures." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention sink-less-model crashes are unrelated." + "reason": "Different vision-model failures with different model families and failure modes." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion and GPT-oss CUDA OOM are different failure modes." + "reason": "Qwen3 MOE weight conversion and GPT-OSS out-of-memory are unrelated." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both mention device placement, but one is a Qwen3OmniMoe video bug and the other is a Gemma4 PLE forward mismatch." + "reason": "XLNet CPU placement bug and flash-attention crash are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen video-input pair (44479/45381) is reasonably grounded, but the tokenizer-loading pair (44062/44991) is too speculative from the packet as presented. The summary overstates the evidence by treating that as a real duplicate subcluster without a stronger shared bug path. Please keep soft-edge accepts more conservative unless the packet clearly supports the same concrete defect." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6073,13 +6049,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:28282", "issue:29127", @@ -6133,46 +6109,46 @@ "soft_pairs": [ "issue:43404|issue:45987", "issue:34567|issue:36331", - "issue:43906|issue:45381", "issue:44062|issue:45081", "issue:43646|issue:43749", "issue:44913|issue:46121", + "issue:43906|issue:45381", "issue:43493|issue:43994", + "issue:43257|issue:43756", "issue:44792|issue:44964", - "issue:44291|issue:44821", - "issue:36010|issue:42175", "issue:43749|issue:44756", - "issue:43257|issue:43756", + "issue:36010|issue:42175", + "issue:44291|issue:44821", "issue:42175|issue:43824", "issue:28282|issue:34689", - "issue:45042|issue:45081", "issue:45357|issue:45920", - "issue:43742|issue:44589", + "issue:45042|issue:45081", "issue:43452|issue:44488", + "issue:43742|issue:44589", "issue:45405|issue:45600", - "issue:43526|issue:45479", "issue:28282|issue:29127", - "issue:43531|issue:44821", + "issue:43526|issue:45479", "issue:43643|issue:45375", + "issue:43531|issue:44821", "issue:43756|issue:45325", "issue:44625|issue:44877", - "issue:43720|issue:44898", - "issue:43697|issue:45216" + "issue:43697|issue:45216", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "735f62dada01487b0a080fe48f796467c9e10f50b98df498a01ce6e2ada3d01e", + "prepared_review_unit_hash": "d2eb71ac5f4ce0ba8d45b2a308890c11aaf1a80fb55bffd3c9cc70fb012280b0", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36141, + "serialized_chars": 36143, "estimated_input_tokens": 9036, "estimated_eval_tokens": 18328 }, @@ -6181,181 +6157,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs are generally not safe duplicates because they involve different models, APIs, or failure modes. No soft edge looks mergeable as the same underlying bug/change.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45920 is the broadest, most central-looking regression report in the set, affecting multiple model families with a clear shared symptom pattern and active discussion.", + "summary": "Mostly unrelated Transformers issue reports with a few thematically close loading/config regressions. I only see one plausible duplicate pair (SigLIP2 correctness/output behavior); the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43493 is the earlier, more root-cause-oriented SigLIP2 correctness report and is the best anchor for the one plausible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue anchor because it has the widest impact scope and the clearest cross-model regression framing.", + "best_issue_reason": "Issue 43749 is the strongest standalone issue in this mixed set: high activity, inbound references, and a broad, user-facing regression around loading efficiency.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Different bugs: Mistral3 weight tying / multimodal generation vs StaticCache sequence-length return type." + "reason": "Both are runtime behavior bugs, but one is a weight-tying/model-init issue and the other is a cache API contract issue; different code paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both are trainer-related, but one is a state counter bug and the other is a custom loss signature incompatibility." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "Unrelated model families and code paths; one is a reproduced prior issue, the other is a Qwen2.5-VL position-id regression." + "reason": "Unrelated trainer bugs: token accounting not updating vs custom loss signature incompatibility." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer internals are involved in both, but the concrete failures are different: AddedToken kwargs vs Mistral regex/backend tokenizer handling." + "reason": "Both are tokenizer-related errors, but the failing APIs and underlying causes are different." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different failure modes: custom model init breakage vs FSDP CPU RAM efficient loading." + "reason": "Different regressions: custom model init under transformers 5.0 vs FSDP CPU RAM efficient loading." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is config reload defaulting; the other is rope-parameter validation on a JSON-loaded list." + "reason": "Both involve RoPE/config handling, but one is silent config reload loss and the other is a type error in rope param conversion." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No clear overlap beyond being reproduction/vision-model issues; different models and failure modes." }, { "left": "issue:43493", "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying correctness problem: HF implementation/pipeline outputs diverge from expected behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Same model family, but the reports target different symptoms and likely different fixes; not enough to treat as one bug." + "reason": "Different Qwen/MoE bugs: accelerate+deepspeed weight conversion vs RoPE layer dropping." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and problems: a janus test failure vs Phi-4 multimodal loading regression." + "reason": "Both are multimodal model-loading complaints, but they target different models and symptoms." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Different subsystems: empty-weights model init error vs AutoImageProcessor URL loading." + "reason": "Both touch loading/memory, but one is FSDP efficient-loading breakage and the other is mmap OOM mitigation on Strix Halo." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Completely different areas: GenerationMixin import error vs backend dependency packaging." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Both involve memory/loading, but one is an FSDP loading regression and the other is mmap/OOM on Strix Halo." + "reason": "Import errors in different dependency/backend situations; not the same bug." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Different model-specific bugs: MoE weight conversion/loading vs Smollm3 RoPE layer dropping." + "reason": "Different areas: init_empty_weights argument handling vs loading AutoImageProcessor from URL." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Dependency packaging issue vs missing Qwen2.5-VL symbol import." + "reason": "One is TensorFlow backend packaging, the other is a missing Qwen VL import/export symbol." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "General missing-PyTorch import error is unrelated to a specific Llama 3.2 Vision loading regression." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "One is an image-processor dependency regression; the other is a tokenizer regex crash." + "reason": "Both are model-loading failures, but one is a missing PyTorch dependency message and the other is a specific Llama 3.2 Vision regression." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Save-pretrained visual key regression is a different bug from wrong token IDs across tokenizers." + "reason": "Different Qwen3.5 issues: incorrect saved visual encoder keys vs wrong tokenizer IDs across multiple models." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different load-time errors: a key error for one model vs a float8 storage lookup failure." + "reason": "Different image/text preprocessing bugs with different trigger points." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF loading path breakage is unrelated to a specific model failing to load." + "reason": "Different loading failures: gguf_file handling vs inability to load a specific BERT model." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "One is a version pin/release-management issue; the other is stale auto-mapping references breaking CI." + "reason": "Different model-loading errors with different underlying data types and failure sites." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Image label reduction bug and sequence-classification zero-loss bug are different components and code paths." + "reason": "One is a dependency-version pin issue; the other is stale auto-mapping references." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing backend import vs LayoutLMv3 box validation clarity; not the same defect." + "reason": "Missing PyTorch dependency message vs LayoutLMv3 box-content validation clarity; unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to image-processor URL loading." + "reason": "One is a processor label-reduction bug; the other is a classification loss degeneracy across models." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "General trust_remote_code config field loss is not the same as a specific Qwen3_5MoeVisionConfig field being dropped by strict serialization." + "reason": "Both mention config fields being lost, but one is a generic trust_remote_code loading issue and the other is a specific strict-config field drop." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different model families and different failures: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different calculations." + "reason": "Both are Qwen-related, but one is RoPE-layer dropping and the other is video RoPE index scaling." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "A num_labels propagation bug is not the same as strict config blocking granite_speech loading." + "reason": "Different config bugs: num_labels propagation vs strict config blocking granite_speech loading." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + "reason": "Different regressions in different models: RTDetrV2 output changes vs Qwen3.5 checkpoint saving." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different regressions in different models: RT-DETRv2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different image/model-loading issues; no shared concrete code path or bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43493/43994) is reasonably supported by the shared SigLIP2 discrepancy theme, and the rest of the negative verdicts avoid overstating overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6364,13 +6343,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:24643", "issue:29127", @@ -6418,269 +6397,255 @@ "issue:46050", "issue:46170", "issue:46178", - "issue:46202", - "issue:46209" + "issue:46202" ], "soft_pairs": [ "issue:43582|issue:44977", "issue:44514|issue:45381", - "issue:24643|issue:29127", "issue:41762|issue:44936", - "issue:43452|issue:43577", - "issue:43906|issue:46202", - "issue:44466|issue:45005", + "issue:24643|issue:29127", "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43452|issue:43577", "issue:45372|issue:46170", + "issue:43906|issue:46202", "issue:30064|issue:33666", "issue:43819|issue:44811", - "issue:44936|issue:45823", "issue:43295|issue:45356", + "issue:44936|issue:45823", "issue:43653|issue:44361", - "issue:44484|issue:44704", "issue:44361|issue:44442", - "issue:44514|issue:45290", + "issue:44484|issue:44704", "issue:45542|issue:46178", "issue:38175|issue:43295", + "issue:44514|issue:45290", "issue:43653|issue:44568", - "issue:44464|issue:44743", "issue:43577|issue:43697", - "issue:44493|issue:46050", "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44493|issue:46050", "issue:29159|issue:33357", "issue:43653|issue:43927", "issue:43531|issue:43742", "issue:41720|issue:43906", "issue:43550|issue:43927", "issue:44464|issue:44977", - "issue:43550|issue:44361", - "issue:44977|issue:46209" + "issue:43550|issue:44361" ], - "prepared_review_unit_hash": "70e158994f0612eb8bd888fbf2bdd8513de9f73d2774ad1f02c73b4efc1ab1c0", + "prepared_review_unit_hash": "b8ea32b8fe744f08fd3dddabe11bfd0cc7b981a654ae900cdced79ba75a85d40", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37453, - "estimated_input_tokens": 9364, - "estimated_eval_tokens": 18984 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36604, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the items span unrelated tokenizer, processor, training, quantization, generation, and backend-loading bugs. The soft links are mostly superficial text similarity, not the same underlying defect.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster is a mix of unrelated bug reports across tokenizers, processors, generation, training, and device-mapping; none of the soft pairs appears to be the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures and the soft pairs are only superficial title-level similarities.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because there is no coherent duplicate set here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is batched chat templating and the other is video position IDs; different bugs." - }, - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-clarity issue are unrelated." + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding handling and the other is video vision_position_ids; different bugs." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different code paths." + "reason": "DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train(); unrelated code paths." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "GGUF loading breakage and Blip2 dtype handling are unrelated." + "reason": "Training DeepSpeed weight-dimension error vs LayoutLMv3 box validation/error-message clarity; not the same bug." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "The reproduction issue does not clearly match the Gemma pipeline roundtrip bug; insufficient evidence they are the same defect." + "reason": "One is gguf loading for AutoTokenizer/AutoModel, the other is an offline model_info() call in a tokenizer regex patch; different issues." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model report." + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to merge." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "GGUF/model loading and offline model_info lookup in tokenizer init are different failures." + "reason": "gguf loading failure vs Blip2 dtype not propagating to model/qformer; unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import error from mistral_common and Windows/ROCm torch.distributed dependency are unrelated." + "reason": "Gemma4 processor import failure from mistral_common vs Windows/ROCm torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a prior issue vs a Gemma pipeline roundtrip failure; no clear shared bug." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are different issues." - }, - { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "trainer.evaluate state issue and Gemma4 device_map mismatch are unrelated." + "reason": "DAC latent/forward mismatch vs Whisper batch_decode skip_special_tokens handling; different components and failures." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but they affect different models and different failure modes." + "reason": "Processor.tokenizer regression in v4.57.5 vs Kimi-K2.5 codec/regex warning regression; same general area but different concrete bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." + "reason": "Training/evaluate lifecycle issue vs Gemma4 device_map forward mismatch; unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "save_pretrained shard-size question and cached_file kwargs forwarding are unrelated." + "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenizer bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError and AutoTokenizer loading FastSpeech2ConformerTokenizer are different bugs." + "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different models and failures." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call handling; distinct edge cases." + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; unrelated." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Undefined tf backend with tensorboard-only install and tensorflow_text backend mapping error are different optional-dependency problems." + "reason": "TensorBoard/TensorFlow backend import confusion vs tensorflow_text backend mapping error; similar theme but different failure modes." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities bug is unrelated to the processor.tokenizer regression." + "reason": "Siglip2 zero probabilities vs processor.tokenizer regression; unrelated." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both concern special tokens, but they are different tokenizers and different incorrect behaviors." + "reason": "Both involve apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content; different bugs." }, { - "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 bugs." + "reason": "Different tokenizer special-token bugs: mask token registration vs BOS/EOS insertion for mdeberta-v3." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype issue and RTDetrV2 output drift are unrelated." + "reason": "Blip2 dtype propagation vs RTDetrV2 output drift in v5; unrelated." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Unexpected position-id key and sinq save/load breakage are unrelated." + "reason": "Offline model_info() call in _patch_mistral_regex vs tokenizer load failure for EMBEDDIA/est-roberta; not the same underlying bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 modular recurrent-state reset; both generation-related but different code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Offline model_info call and EMBEDDIA tokenizer load failure are different tokenizer-loading issues." + "reason": "Unexpected position-id keys vs quantized model save/load breakage; unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token ID loss are unrelated." + "reason": "BigBirdTokenizer special-token issue vs DiaConfig custom token ID persistence; different components." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are different model-loading issues." + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM-125M load key error; unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and an isolated reproduction of another issue are not the same bug." + "reason": "Auto device-mapping cudaErrorAssert vs a reproduction issue reference; no shared concrete bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure and DiaConfig save/load token-ID loss are unrelated." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer AttributeError and tokenizer load failure are distinct problems." + "reason": "torch.compile+SDPA failure in Bamba vs DiaConfig save/load token IDs; unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different issues." + "reason": "Both concern generation correctness, but chunked compiled-forward inconsistency and Qwen3.5 flash-attention failure are different bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile failure and MLukeTokenizer AttributeError are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are unrelated." + "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError; unrelated." } ] }, @@ -6696,13 +6661,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:28282", "issue:32090", @@ -6741,9 +6706,8 @@ "issue:44821", "issue:44849", "issue:44913", - "issue:44964", + "issue:44977", "issue:45357", - "issue:45405", "issue:45440", "issue:45491", "issue:45588", @@ -6755,251 +6719,251 @@ ], "soft_pairs": [ "issue:43643|issue:44561", - "issue:43577|issue:45588", + "issue:44977|issue:46209", "issue:32090|issue:34567", + "issue:43577|issue:45588", "issue:28282|issue:35141", - "issue:43504|issue:43720", + "issue:45491|issue:46002", "issue:43504|issue:43550", - "issue:43504|issue:44610", + "issue:43504|issue:43720", "issue:32090|issue:33666", - "issue:45491|issue:46002", - "issue:41720|issue:44464", "issue:44466|issue:46050", + "issue:43504|issue:44610", "issue:33666|issue:36010", + "issue:41720|issue:44464", "issue:43742|issue:44821", "issue:43688|issue:45440", + "issue:44849|issue:46209", "issue:45823|issue:46050", - "issue:43720|issue:43927", "issue:28282|issue:32090", - "issue:43262|issue:43295", - "issue:43606|issue:43927", "issue:43452|issue:44451", - "issue:44849|issue:46209", "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", "issue:43994|issue:46192", "issue:33666|issue:36331", + "issue:43756|issue:44913", "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:43756|issue:44913", "issue:43493|issue:43825", "issue:44849|issue:45357", - "issue:44964|issue:45405", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "53b4192900ac3e03273b99e78bd588dd452ba627f77368eb1099a9d869e18549", + "prepared_review_unit_hash": "caa95b5142e6b1922feec4b6828887e1bcfd2bcb892ff8565fce2a5cd351e5c2", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes (loading, training, configs, serialization) but are not the same underlying bugs, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items are mostly unrelated issues that only match at a high level (e.g. loading/training/config regressions).", + "summary": "This is not a true duplicate cluster: the items span many unrelated bugs/regressions across loading, training, config, serialization, and model-specific inference. The soft pairs mostly share only broad subsystem or model-family similarity, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and does not revolve around one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the set, issue 43493 is the clearest standalone report because it is specific, reproducible, and well-scoped; however, it does not subsume the other issues.", + "best_issue_reason": "No global best issue for deduplication: none of these appears to subsume the others as the same concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code/config handling, but one is missing fields from AutoConfig and the other is a v5 regression from removing is_torch_fx_available; different failure modes." + "reason": "Both mention trust_remote_code, but the bugs differ: missing fields in AutoConfig vs removal of is_torch_fx_available breaking remote-code models." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "These are unrelated bugs: one is dtype persistence in Blip2, the other is flash_attention crashing on s_aux=None in sink-less models." + "reason": "Different failures: Qwen3.5 flash-attention generation vs FP8 inference on B200 hardware." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType errors and TrainerState token counters not updating are different code paths and symptoms." + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate trainer bugs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "One is dtype handling in BLIP2 loading; the other is a flash_attention crash on sink-less models." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are separate issues." + "reason": "ImportError for missing PyTorch is unrelated to embedding resizing reinitialization in post_init." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Different models and causes: legacy field loading for Beit versus packed-weight unpacking during accelerate loading for BitNet." + "reason": "Both involve NaNs, but in different paths: Gemma3 sliding-window attention vs classification-head init/checkout." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are unrelated." + "reason": "Legacy field loading failure for BEiT segmentation is unrelated to Bamba torch.compile/SDPA failure." }, { "left": "issue:43504", - "right": "issue:44610", + "right": "issue:43720", "accept": false, - "reason": "A pretrained-model load failure is not the same as a processor/model input-size mismatch." + "reason": "Different model-loading problems: BEiT legacy preset vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both mention training/multi-GPU, but the underlying bugs are different: NoneType broadcast vs Qwen2-VL multi-GPU training behavior." + "reason": "Trainer TypeError is not the same as a multi-GPU training feature/request issue for Qwen2-VL." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Gemma3 NaNs with mixed-length sliding windows are unrelated to NaNs in classification heads after checkout/init." + "reason": "Both concern save/load behavior, but one is tied lm_head serialization and the other is sinq quantized model persistence." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "cudaErrorAssert during auto device mapping is a different bug from inconsistent outputs in chunked generation with compiled forward." + "reason": "Different model families and bugs: BEiT preset loading vs OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both concern save/load, but one is tied lm_head serialization and the other is quantized sinq persistence; not the same defect." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated issues." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + "reason": "A800 auto device-map cuda assert is a different problem from chunked generation inconsistencies with compiled forward." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Loading a specific model with a key error and loading AutoImageProcessor from a URL are different problems." + "reason": "MobileLLM loading KeyError and AutoImageProcessor URL loading are different loading paths and failures." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss and DeepseekV3 implementation divergence are distinct model-specific bugs." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Device mismatch in Gemma4 PLE forward and sinq save/load corruption are unrelated." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Packed-weight loading and DiaConfig custom token ID persistence are separate issues." + "reason": "Gemma4 device mismatch with device_map='auto' is unrelated to quantized save_pretrained/from_pretrained breakage." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "A missing PyTorch ImportError is not the same as a GPU broadcast TypeError in Trainer." + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one TypeError are distinct issues." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Both are regressions involving processors, but one is audio sampling-rate defaulting and the other is processor.tokenizer/image handling." + "reason": "gguf_file loader breakage for tokenizer/CausalLM is not the same as inability to load ScandiBERT." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig save/load token ID loss are unrelated." + "reason": "AutoModel missing PyTorch and Mac bus error on CLIP are unrelated failures." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Both are load failures, but one is a gguf_file regression for tokenizer/model loading and the other is a specific model that fails to load; no shared bug path is evident." + "reason": "BitNet packed-weight loading and DiaConfig token-ID loss after save/load are different bug classes." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated issues." + "reason": "Audio apply_chat_template sampling-rate default is unrelated to processor.tokenizer / image-passing regression." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Missing PyTorch ImportError and a MacOS bus error on CLIP are different failure classes." + "reason": "CPU-offload device mismatch for bark-small is unrelated to DiaConfig save/load token-ID corruption." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are not the same bug." + "reason": "SigLIP2 nonsense outputs and return_tensors being ignored are different issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support and an unexpected compute_loss keyword argument are unrelated trainer issues." + "reason": "Multi-GPU training request and CustomTrainer.compute_loss signature error are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 dropping RoPE layers is a model architecture bug, not the same as GPTNeoX rotary_pct reload regression." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after update, but they affect different attributes and model configs; not the same defect." + "reason": "Both are config-field issues, but different configs and fields (pad_token_id vs pad_token_idx) with different failure modes." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Both concern configuration/architecture parameters, but one is RoPE layer dropping in Smollm3 and the other is rotary_pct not persisting in GPTNeoXConfig." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "A SigLIP2 implementation discrepancy and a pipeline translation-task message regression are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a pipeline error message about translation tasks." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect save_pretrained visual-encoder keys are separate bugs." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "A model-load failure and a version-bump/package-availability issue do not describe the same underlying problem." + "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-encoder-key regression are separate code paths." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example with model/processor/quantization issues and the other is an implementation-vs-JAX discrepancy; not mergeable as one bug." + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is a core implementation discrepancy." } ] }, @@ -7015,13 +6979,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:33357", "issue:33666", @@ -7057,8 +7021,8 @@ "issue:44568", "issue:44589", "issue:44625", - "issue:44792", "issue:44843", + "issue:44964", "issue:44977", "issue:45083", "issue:45200", @@ -7073,18 +7037,19 @@ "issue:46285" ], "soft_pairs": [ - "issue:44479|issue:44625", + "issue:44964|issue:45405", "issue:43577|issue:44554", - "issue:43688|issue:43749", + "issue:44479|issue:44625", "issue:44568|issue:45812", + "issue:43688|issue:43749", "issue:43540|issue:44977", "issue:45200|issue:45229", "issue:44488|issue:44843", - "issue:39692|issue:43295", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43334|issue:43572", "issue:43688|issue:45704", + "issue:39692|issue:43295", + "issue:43334|issue:43572", "issue:43493|issue:43844", "issue:43646|issue:44466", "issue:43334|issue:45759", @@ -7092,124 +7057,129 @@ "issue:45229|issue:45823", "issue:33357|issue:33666", "issue:43927|issue:44361", - "issue:43504|issue:43606", "issue:44589|issue:45520", + "issue:43504|issue:43606", "issue:43278|issue:43844", "issue:43572|issue:44291", - "issue:44625|issue:45759", "issue:43257|issue:43299", - "issue:43504|issue:43653", - "issue:43606|issue:44112", + "issue:44625|issue:45759", "issue:43575|issue:45405", - "issue:43688|issue:45701", - "issue:44792|issue:45405" + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "85f52a76c8509811936adafdf1057e1ac324ac5e9006f416b495e765d876a385", + "prepared_review_unit_hash": "f6ded9bcd83b3487606a7f731380e4ba33cd04fc2b4e4214d0c5b0e7597c7d1d", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "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": "These issues are not duplicates of one another; they span unrelated regressions across tokenization, config propagation, multimodal loading, dtype/device handling, and training/runtime behavior. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: mostly unrelated regressions across different models, configs, tokenizers, and training/inference paths. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bugs and API regressions, so there is no clear duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative because the reports do not share one underlying code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different bug surface: video-input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + "reason": "Different problems: Phi-4 multimodal load failure vs an unreleased PEFT version bump." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype mismatch and MPS attention correctness are unrelated code paths." + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Video-input regression in Qwen VL models is not the same as num_labels propagation in Qwen3.5." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failures; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure vs Qwen3.5 flash-attention generation issue are distinct." + "reason": "Qwen3OmniMoe video parsing and Qwen3.5 flash-attention generation are different code paths." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different problems." + "reason": "Text-only fine-tuning token-type defaults and multi-GPU inference OOM are unrelated Gemma4 issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model-loading failure for cjvt/sleng-bert and offline model_info() lookup are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Doc-example errors for SigLIP2 and processor.tokenizer regression are different artifacts and bugs." + "reason": "Loading a specific model failing is not the same as the HF_HUB_OFFLINE model_info patch regression." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure change are not the same issue." + "reason": "Unexpected position-id keys and CLIP text-model structure differences are unrelated." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE layer mismatch in Smollm3 is unrelated to qwen3_omni_moe helper behavior." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad-token config fields, but they are different models and different fields/code paths." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to T5 RMSNorm memory leak." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different bugs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A faulty documentation example is not the same as a processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient growth are different failures." + "reason": "SigLIP2 implementation discrepancy is unrelated to a ZeRO-3 gradient blow-up." }, { "left": "issue:43646", @@ -7221,97 +7191,91 @@ "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and text_config unwrapping for composite Qwen models are different config bugs." + "reason": "Pad token config absence and multimodal text_config unwrapping are distinct Qwen config issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError are unrelated." + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup failure are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during multi-GPU inference and device mismatch with device_map=\"auto\" are distinct issues." + "reason": "OOM during multi-GPU inference is not the same as a device mismatch in forward with device_map=auto." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training have no common underlying bug." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence and MLukeTokenizer AttributeError do not share the same root cause." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different tokenizer/config issues." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Legacy-field load failure for Beit and CPU-offload device mismatch in bark-small are different bugs." + "reason": "Float8 storage resolution and flash_attn import-key errors are unrelated environment/runtime bugs." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Float8 storage resolution error and flash_attn import_utils KeyError are unrelated runtime/import problems." + "reason": "Legacy field load failure and CPU-offload device mismatch are different loading/runtime problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "dtype drift in embeddings during eval and ZeRO-3 gradient inflation are different symptoms with different causes." + "reason": "Embedding dtype drift during eval is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx after v5 update and init_empty_weights unexpected argument are separate compatibility issues." + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized arg reflect different initialization regressions." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "num_labels propagation and text_config unwrapping are related in theme but not the same concrete bug." + "reason": "Qwen3 MOE weight-conversion failure and Qwen3VL MOE loading breakage are not the same concrete bug." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different load paths." + "reason": "num_labels propagation and text_config unwrapping are separate composite-config issues." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Beit legacy-field loading bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Tensor-parallel OOM and a PEFT version pin are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Actual device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + "reason": "CPU-offload mismatch and a stale GraniteSpeech CI test are not the same bug." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B and an unreleased PEFT version bump are unrelated." + "reason": "Different failure modes: legacy preset field vs BigBirdTokenizer special-token registration." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and broad tokenization changes are different bug classes." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus test failure and PEFT version bump are unrelated." + "reason": "Aux-loss normalization is unrelated to tokenizer changes across versions." } ] }, @@ -7327,13 +7291,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:15354", "issue:28218", @@ -7364,6 +7328,7 @@ "issue:44554", "issue:44610", "issue:44734", + "issue:44792", "issue:44849", "issue:44964", "issue:44987", @@ -7372,7 +7337,7 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45381", + "issue:45405", "issue:45406", "issue:45446", "issue:45520", @@ -7381,21 +7346,21 @@ "issue:45823", "issue:46050", "issue:46121", - "issue:46192", - "issue:46209" + "issue:46192" ], "soft_pairs": [ + "issue:44792|issue:45405", "issue:44423|issue:44734", - "issue:44464|issue:45584", "issue:29942|issue:30333", - "issue:43994|issue:44493", + "issue:44464|issue:45584", "issue:45588|issue:46050", + "issue:43994|issue:44493", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:29159|issue:32090", "issue:43688|issue:43873", - "issue:44521|issue:45290", "issue:44554|issue:45446", + "issue:44521|issue:45290", "issue:45084|issue:45520", "issue:15354|issue:38175", "issue:43540|issue:45200", @@ -7406,28 +7371,27 @@ "issue:43232|issue:44849", "issue:44186|issue:46192", "issue:45406|issue:46121", - "issue:45823|issue:46192", "issue:28218|issue:33357", + "issue:45823|issue:46192", "issue:43493|issue:43701", "issue:43295|issue:43450", "issue:43295|issue:44610", - "issue:43572|issue:44987", - "issue:45381|issue:46209" + "issue:43572|issue:44987" ], - "prepared_review_unit_hash": "b6fc70ad52c79bbb7babfdce6fb8770dd6016afe4f3f5b53b213997eca98cf3c", + "prepared_review_unit_hash": "a220e8eba9f51b8d0a8360e22c427a39082247e998a9464c036528f0fc70e7ee", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36086, + "serialized_chars": 36087, "estimated_input_tokens": 9022, "estimated_eval_tokens": 18300 }, @@ -7436,48 +7400,54 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated. All soft-pair candidates should be rejected as duplicates; they share broad subsystem terms at most, not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the soft pairs are the same underlying defect.", + "summary": "This is a noisy heterogeneous cluster of unrelated issues; the soft pairs mostly share only broad subsystem keywords and do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated tokenizer, generation, serving, multimodal, quantization, and training problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest triage candidate overall: it is open, well-discussed, and broadly scoped in quantization/offloading.", + "best_issue_reason": "No best issue candidate is appropriate as a duplicate target; none of the issues subsumes the others or represents the cluster\u2019s main bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both involve serving crashes, but one is multimodal tensor conversion and the other is KV-cache continuation indexing; different code paths." + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Both mention generation anomalies, but the first is compiled-forward inconsistency while the second is Whisper empty-transcription handling." + "reason": "Both are serve crashes, but they hit different code paths: multimodal tensor handling vs KV-cache continuation indexing." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow reporting on job failure are unrelated bugs." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 wrong outputs and generic position-id key issues are not the same defect." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different generation bugs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "One is a flash_attention.py None-handling crash; the other is a quantization save/load breakage." + "reason": "A flash-attention sink-less-model crash and a sinq save/load quantization regression are not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and unexpected position-id key warnings are different model/serialization problems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different problems." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated training vs loading failures." }, { "left": "issue:28218", @@ -7489,127 +7459,121 @@ "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to NoneType broadcast in Trainer." + "reason": "Slow/fast tokenizer inconsistency and NoneType broadcast in Trainer are separate bugs." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization offloading are different algorithmic issues." + "reason": "Aux-loss normalization and quantization offloading are different model-training/runtime issues." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "assistant_masks all-zero in multimodal chat templating is distinct from tool-call chat-template crashes." + "reason": "MPS attention correctness and an import version check are not the same code-path problem." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check/import bug are unrelated." + "reason": "All-zero assistant masks and tool-call tokenization crashes are distinct chat-template failures." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation errors and flash_attn import KeyError on Python 3.13 are different failures." + "reason": "Template-node compilation and flash_attn import on Python 3.13 are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero probabilities." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different bugs." + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both concern quantization/offloading, but one is offloading behavior and the other is broken sinq save/load." + "reason": "Both involve quantization/offloading, but one is offload behavior and the other is broken save/load after sinq quantization." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids defaults and device_map auto device mismatch are not the same issue." + "reason": "Missing mm_token_type_ids defaults and PLE device mismatch during forward are separate Gemma4 bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/eval bugs." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different training-state issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "sync_gpus generation kwargs handling and output_hidden_states behavior are different generation-path issues." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states handling are distinct generation bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and return_tensors being ignored are different tokenizer bugs." + "reason": "LayoutLMv2 NER padding crashes and return_tensors being ignored are different tokenizer issues." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter list TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated failures." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Gemma4 device placement and return_tensors precedence are not the same defect." + "reason": "Tokenizer added-token spacing and MacOS bus error on a CLIP model are not the same problem." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer extra spacing and MacOS bus error in CLIP are unrelated." + "reason": "Gemma4 device placement mismatch and return_tensors option handling are unrelated bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different issues." + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch do not share a code path." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape errors affect different multimodal paths." + "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor API regression and OmDet-Turbo input-size mismatch are distinct bugs." + "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different processor/model bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a model-load failure in transformers>=5.1.0 are not the same bug." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position-id bug and FP8/B200 inference failure are unrelated." + "reason": "StableLm pad_token_idx config regression and physical-intelligence/fast load failure are unrelated." } ] }, @@ -7625,18 +7589,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:37428", "issue:38175", "issue:39692", - "issue:41720", "issue:42490", "issue:42915", "issue:43262", @@ -7672,6 +7635,7 @@ "issue:45200", "issue:45325", "issue:45356", + "issue:45381", "issue:45412", "issue:45520", "issue:45759", @@ -7683,246 +7647,258 @@ "issue:46285" ], "soft_pairs": [ - "issue:39692|issue:46192", "issue:44554|issue:45356", - "issue:43572|issue:43957", + "issue:39692|issue:46192", "issue:43950|issue:46285", - "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:45381|issue:46209", "issue:43295|issue:43873", "issue:43550|issue:43844", "issue:44898|issue:45412", "issue:44466|issue:45127", - "issue:43334|issue:43525", - "issue:43450|issue:43575", + "issue:45200|issue:45325", "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:37428|issue:43957", + "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:42490|issue:43696", "issue:43278|issue:43856", - "issue:43526|issue:46192", "issue:43653|issue:44112", "issue:38175|issue:43493", + "issue:43526|issue:46192", "issue:42915|issue:43824", "issue:44442|issue:45198", - "issue:43295|issue:43493", "issue:43975|issue:45520", - "issue:44561|issue:46234", - "issue:44514|issue:44521", + "issue:43295|issue:43493", "issue:38175|issue:45412", "issue:37428|issue:43824", "issue:45759|issue:46285", + "issue:44561|issue:46234", + "issue:44514|issue:44521", "issue:43262|issue:43450", - "issue:41720|issue:46209", "issue:45520|issue:46170" ], - "prepared_review_unit_hash": "846f4db9e848f9dcbfb3edb2477867ff2cfddbb80d5fe6d4020ad1c22ee377b2", + "prepared_review_unit_hash": "d99521bf9cb51b271eaed482576c13c702a47cd2d4e6fc4e78d6f92716ab12a5", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37407, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "serialized_chars": 37426, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues; only the SigLIP2 pair looks like a plausible duplicate/sub-symptom relation. All other soft pairs appear to be distinct bugs or regressions in different code paths.", + "summary": "Two pairs look like true duplicates: the multimodal config loading regression around missing `pad_token_id`, and the SigLIP2 implementation/discrepancy reports. The rest are different bugs, models, or failure modes despite some superficial similarity.", "confidence": 0.88, - "canonical_issue_reason": "issue:43493 is the best canonical for the only plausible duplicate subcluster: it describes the underlying SigLIP2 implementation discrepancy, while issue:38175 reads like a specific symptom (zero probabilities) of that same bug.", + "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared multimodal loading regression: it has a concrete `pad_token_id` AttributeError and matches the same failure pattern seen in 43525.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative issue in this set because it is the broadest, most root-cause-level SigLIP2 report; the rest of the items are unrelated enough that no single issue is a true global canonical.", + "best_issue_reason": "issue:43334 is the strongest triage candidate overall because it is specific, reproducible, and appears to subsume the Llama4 `pad_token_id` variant.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "Different bugs: SigLIP2 doc/example problems vs return_tensors being ignored when text_kwargs is passed." - }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different subsystems: MPS attention correctness vs Kimi tokenizer/codec regression." + "reason": "Different problems: MPS attention correctness vs tokenizer codec/regex regression." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "StableLm pad_token_idx regression and meta-device loading breakage are separate issues." + "reason": "Docs/example errors and quantization failure do not match a `return_tensors`/`text_kwargs` precedence bug." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structural divergence." + "reason": "Both are v5 regressions, but one is non-persistent buffer loading and the other is CLIP class structure/attribute layout." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Gemma mm_token_type_ids defaulting and Qwen2.5-VL rope scaling are unrelated multimodal bugs." + "reason": "Missing `pad_token_idx` in a config is not the same as meta-device model loading breakage." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position indexing and FP8 inference on B200 are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor.tokenizer/image handling regression is unrelated to quantization offloading behavior." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different code paths." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure is a different problem from DeepSpeed ZeRO-3 gradient inflation." + "reason": "torch.compile + SDPA failure is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are distinct bugs." + "reason": "Perceiver resize/interpolation failure is unrelated to RT-DETR memory release behavior." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Inconsistent lm_head serialization is separate from LoRA merge collapse with extended vocab." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention pad_token_id, but they are model-specific config regressions in different code paths." + "reason": "Serialization of tied weights by device is not the same as LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "Default `mm_token_type_ids` handling is different from rope/temporal position scaling." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI test staleness are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 correctness problem; 38175 is a symptom, 43493 is the broader implementation mismatch report." + "reason": "Both are import/backend issues, but they concern different backends and failure mechanisms." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Qwen3Moe FP8 config failure and missing Qwen2.5-VL export are different issues." + "reason": "Batched video shape bug and tensor-parallel OOM are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash-attention import failure and meta-device model loading regression are unrelated." + "reason": "Flash-attention import failure is a different regression from meta-device loading bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same loading-time `pad_token_id` AttributeError on multimodal config objects, just for different model families." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to DeepSeek detokenization regression." + "reason": "Missing model export and incorrect detokenization are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash path warning and GPT-oss CUDA OOM are not the same bug." + "reason": "Trailing-slash import warning and CUDA OOM are different issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval and Qwen3 MoE memory usage are different problems." + "reason": "Precision/dtype mismatch during evaluate is not the same as MoE training memory inefficiency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to a stale CI test." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both describe SigLIP2 output/implementation mismatch problems, with the HF model diverging from expected behavior/reference." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with text_kwargs." + "reason": "BEiT label reduction bug is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Duplicate of a different CI/tokenizer issue, not the same underlying bug." + "reason": "FP8 config failure and missing model export are different problems." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 zero-probability behavior and RT-DETR memory leak are unrelated." + "reason": "Tokenizer loading failure and save/tokenization failure in a different model are not the same bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Different missing-symbol import errors in different modules/models." + "reason": "Incorrect detokenization and flash-attn import error are unrelated." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "AutoModelForCausalLM.from_config unwrapping logic and CLIP model structure inconsistency are unrelated." + "reason": "Processor/tokenizer regression is unrelated to the SigLIP2 discrepancy report." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batch-shape bug are unrelated." + "reason": "SigLIP2 model output issues and RT-DETR memory leak are unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "A800 auto device mapping cuda assert and B200 FP8 inference failure are different hardware-specific issues." + "reason": "Different missing imports: an internal flash-attention helper vs a model class export." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "flash_attn backend KeyError on Python 3.13 and Windows ROCm import/type errors are unrelated." + "reason": "Composite Qwen config unwrapping and CLIP class structure changes are different code paths." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing/imported availability helpers in import_utils; same module, different bug." + "reason": "These involve different removed/missing utility functions and different affected models." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batch-padding crash and the other is incorrect assistant masks; not clearly the same bug." + "reason": "Batched padding crash and all-zero assistant mask generation are related area-wise but not clearly the same underlying bug." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaults and video batch shape handling are different processor bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Tokenizer detokenization regression and flash_attn import backend KeyError are unrelated." + "reason": "Different platform/backend import failures with different root causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-pair rejections are well-justified from the titles, and the single accepted SigLIP2 pair is at least a plausible same-bug relation rather than an overreach. No obvious mergeability or canonicalization error stands out." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. In particular, 43334/43525 share the same missing-`pad_token_id` loading failure pattern, and 38175/43493 plausibly describe the same SigLIP2 implementation discrepancy class. The remaining rejects are appropriately cautious given the differing titles and failure modes." }, "evaluator_used": true, "retried": false, @@ -7935,20 +7911,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:28218", "issue:29942", "issue:32090", - "issue:35141", "issue:37428", "issue:39692", + "issue:41720", "issue:43278", "issue:43335", "issue:43388", @@ -7959,7 +7934,6 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", "issue:43827", @@ -7990,9 +7964,11 @@ "issue:45593", "issue:45823", "issue:45859", + "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:41720|issue:46209", "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:43827|issue:43901", @@ -8003,269 +7979,254 @@ "issue:43606|issue:45083", "issue:44792|issue:45563", "issue:37428|issue:43425", - "issue:45290|issue:45381", - "issue:44448|issue:44743", "issue:45127|issue:45245", + "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43335|issue:43653", + "issue:45290|issue:45381", "issue:43611|issue:43931", - "issue:44206|issue:45823", "issue:44855|issue:45083", "issue:43550|issue:44112", + "issue:44206|issue:45823", "issue:43819|issue:44493", - "issue:37428|issue:44351", "issue:43335|issue:43504", + "issue:37428|issue:44351", "issue:29942|issue:32090", "issue:45588|issue:45859", - "issue:43278|issue:43825", "issue:45459|issue:46234", - "issue:43388|issue:43526", + "issue:43278|issue:43825", "issue:39692|issue:43526", "issue:43335|issue:45083", - "issue:39692|issue:44493", + "issue:43388|issue:43526", "issue:45310|issue:45478", - "issue:43720|issue:44112", - "issue:28218|issue:35141", - "issue:43335|issue:44112" + "issue:39692|issue:44493" ], - "prepared_review_unit_hash": "ded7f64cd7db4e108791f1d02fd322d0ccd882686f988b4346c123efaeaa1d99", + "prepared_review_unit_hash": "e1fe8f6549075e6649e7dde51152965d1731373b95967e09880591ca25ff0ca4", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38125, - "estimated_input_tokens": 9532, - "estimated_eval_tokens": 19320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports with similar wording. The only clear duplicate pair is the repeated Qwen3.5-Moe from_pretrained error; the earlier issue is the better canonical. No pull requests are present.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same Qwen3.5-Moe from_pretrained failure; issue:45478 is a near-identical follow-up and should be merged into it.", + "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem or format similarity, not the same underlying bug. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 is effectively the same report with a later timestamp and near-identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical duplicate target in the cluster and has the stronger original report context.", + "best_issue_reason": "issue:45310 is the best representative issue here because it is the clearest true duplicate target in the set and has the most complete problem statement for that regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are model/inference failures, but on different models, hardware, and failure modes (`cudaErrorAssert` on A800 vs FP8 inference on B200)." + }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different bugs in different paths: DAC latents/STE vs a stale device override test in GraniteSpeech." + "reason": "Different code paths: DAC latent reconstruction mismatch vs a GraniteSpeech CI test with stale device override." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Unrelated model/input-size mismatch versus an AMP/CUDA loss crash." + "reason": "Unrelated bugs in different vision/detection components: processor input size mismatch vs float16 AMP crash in a loss module." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they target different pipeline APIs and different behavior changes." + "reason": "Both are docs issues around pipelines, but they target different deprecations and different behavior changes; not the same bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different audio helper/model behaviors; no shared failing code path." + "reason": "Different models and helpers: DAC `from_latents` mismatch vs a Qwen3 Omni MoE feature-length helper issue." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Separate issues: unsupported center arg in feature extraction vs Whisper empty-transcription failure after token alignment." + "reason": "Both involve audio/feature extraction, but one is a feature extractor arg regression and the other is Whisper empty transcription handling." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model/config failures: sparse layer construction vs torch.compile with SDPA." + "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs `torch.compile`/SDPA failure in Bamba." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different training bugs affecting different components and loss logic." + "reason": "Both are detection/training issues, but one is an AMP CUDA crash and the other is missing auxiliary losses when denoising is off." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload/device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Device-offload mismatch in Bark-small vs a Qwen3 Omni helper function bug; no shared underlying change." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different generation issues: janus image generation test failure vs a paged generate warning." + "reason": "Different generation issues: Janus image-generation test failure vs a stale warning for `num_return_sequences`." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import-symbol regression is not the same as general Torch 2.10 incompatibility." + "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 compatibility issue; not the same defect." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different chat-template/video-position-id failures; no common underlying bug." + "reason": "LoRA merge/embedding-tie collapse is unrelated to the category-cardinality runtime limit error." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model output/regression areas with no shared code path." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-count runtime limit." + "reason": "Different problems: output drift across Transformers versions vs recurrent state reset when using cache." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type defaults and flash_attention s_aux handling are separate bugs." + "reason": "Gemma4 `mm_token_type_ids` defaulting bug and flash-attention `s_aux=None` crash are separate code paths." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." + "reason": "Different tokenizer/config issues: SwitchTransformers sparse-layer creation vs BigBird mask token registration." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both are loading errors, but for different causes and model families." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different failures in different modules." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Different device/input mismatches in different models; not mergeable as one fix." + "reason": "Both are loading-related, but one is a base-model-prefix breakage and the other is a Qwen3-VL shape mismatch." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/parsing issue vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to the Qwen3 Omni feature-length helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA bug and a stale device override test are unrelated." + "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs GraniteSpeech device-override CI test." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different symptoms and code paths: DAC latent mismatch vs unexpected position-id keys." + "reason": "Both are device/forward issues, but they affect different models and different mechanisms (`center` arg vs device_map auto mismatch)." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and causes." + "reason": "Different symptoms and domains: DAC latent mismatch vs unexpected position-id keys across models." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model/config bugs with no common failing mechanism." + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT pretrained preset loading with a legacy field." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/classes with different causes and fixes." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Distinct CI/runtime failures in flash attention tests vs Trainer broadcast handling." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` `NoneType` errors are unrelated bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both mention offload/attention-related code, but they fail in different modules and with different root causes." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype drift and pipeline v5 error-message wording are unrelated." + "reason": "Both involve offload/flash-attention-adjacent behavior, but one is `s_aux=None` in flash attention and the other is rotary embedding CPU-offload compatibility." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils symbol are different issues." + "reason": "Tokenizer error masking with protobuf missing is unrelated to the missing `is_falcon_mamba_ssm_available` utility export." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different label-handling bugs in different components; not the same underlying defect." + "reason": "Embedding dtype drift between train/eval is unrelated to the pipeline translation error message regression." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs/example failures for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + "reason": "SigLIP2 docs example problems and BEiT fast processor label reduction are different model-specific issues." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated bugs in SwitchTransformers config and qwen3_omni_moe helper logic." + "reason": "Completely different bugs: SwitchTransformers config handling vs Qwen3 Omni feature extraction helper behavior." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Documentation/example errors are not the same as unexpected position-id key warnings." + "reason": "Both concern label handling, but one is `gather_for_metrics` dropping tuple elements and the other is BEiT fast processor `reduce_labels` truncation." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported Qwen3.5-Moe from_pretrained error with nearly identical title and description; 45478 is a duplicate of 45310." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device override test." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added token and embedding reinitialization on resize are different bugs." + "reason": "These are the same Qwen3.5 MoE `from_pretrained` regression, with near-identical titles and overlapping version scope." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the GraniteSpeech CI failure." + "reason": "SigLIP2 docs/quantization issues and position-id warnings are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the two Qwen3.5-Moe issues are clearly the same title/failure pattern and the earlier one is a reasonable canonical target. The non-duplicate soft-edge verdicts are conservative and appropriately avoid overclaiming. No PR pairs are present." + "feedback": "Grounded and conservative overall. The only accepted duplicate pair, issue:45310/issue:45478, is well-supported by identical titles and overlapping regression scope. The other pairwise rejections stay safely on the cautious side and are not overstated." }, "evaluator_used": true, "retried": false, @@ -8278,21 +8239,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ + "issue:28218", "issue:29127", "issue:29942", "issue:32090", "issue:34689", "issue:35141", - "issue:36010", - "issue:37428", "issue:38175", "issue:40444", "issue:42490", @@ -8306,12 +8266,13 @@ "issue:43606", "issue:43611", "issue:43701", + "issue:43720", "issue:43746", "issue:43854", "issue:43927", + "issue:44112", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", "issue:44568", @@ -8336,13 +8297,16 @@ "issue:46285" ], "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43720|issue:44112", "issue:44448|issue:44779", + "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:42490|issue:43854", - "issue:43606|issue:44857", "issue:45920|issue:46192", - "issue:38175|issue:44493", "issue:44360|issue:44561", + "issue:43606|issue:44857", + "issue:38175|issue:44493", "issue:44977|issue:45229", "issue:44857|issue:45072", "issue:44448|issue:44977", @@ -8350,238 +8314,242 @@ "issue:43701|issue:45083", "issue:29127|issue:32090", "issue:43550|issue:45083", - "issue:40444|issue:43526", "issue:43927|issue:45698", + "issue:40444|issue:43526", "issue:42490|issue:43575", - "issue:29942|issue:35141", "issue:44561|issue:44779", + "issue:29942|issue:35141", "issue:44977|issue:45563", "issue:44568|issue:45491", "issue:44857|issue:45588", - "issue:43746|issue:46209", "issue:45372|issue:45588", + "issue:43746|issue:46209", "issue:43412|issue:45588", "issue:45198|issue:45803", "issue:43611|issue:46285", "issue:43278|issue:43381", - "issue:45588|issue:45823", - "issue:44448|issue:44466", - "issue:36010|issue:37428" + "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "7d243ffabc323b99cb98ca9a835a4c53ca93c32eb9ef3f94c65f45e1ffb51738", + "prepared_review_unit_hash": "d491aea8456d54bd41215fde5b1a36b13c9bc4a077785ca53aecab7748c72ec9", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37255, - "estimated_input_tokens": 9314, - "estimated_eval_tokens": 18884 + "soft_pair_count": 32, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated closed issues. The soft pairs are only superficially similar (often broad v5 regression or loading/tokenization themes), but they describe different concrete failures and should not be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "No strong duplicate cluster here: the items are mostly unrelated bugs/regressions with a few superficial overlaps around tokenization, loading, and v5 regressions. I would not merge any of the soft pairs.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue in the set: it describes a multi-model v5 tokenizer regression, has inbound references, and best matches the cluster\u2019s recurring tokenizer-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest and most user-impacting representative here: a multi-model v5 AutoTokenizer regression affecting token IDs across several models. It is thematic, but not a duplicate of the other items.", + "best_issue_reason": "issue:45920 is the best representative issue because it is open, high-signal, and spans several affected models rather than a single narrow edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinit after resize; different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure vs a stale CI test for GraniteSpeech; unrelated problems." + }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both concern v5 output/tokenization regressions, but one is Pegasus generation parity and the other is DeepSeek tokenizer behavior; different models and failure modes." + "reason": "Both are tokenizer regressions, but the affected models and failure descriptions are too different to treat as the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug vs GraniteSpeech CI test failure; no shared underlying defect." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "One is a SwitchTransformers config bug creating sparse layers incorrectly; the other is D-FINE not applying auxiliary losses. Different subsystems and root causes." + "reason": "Sparse-layer config creation bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both involve loading/import behavior, but the slash-path warning and the GLM-4.7 test loading failure are not the same bug." + "reason": "Trailing-slash import warning vs model-loading failure in tests; different issues." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Wrong token IDs regression vs return_tensors being ignored; both touch tokenization APIs but not the same bug." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both touch processor/tokenization inputs, but one is wrong token IDs from AutoTokenizer and the other is return_tensors being ignored when text_kwargs is passed." + "reason": "DSA indexer ReLU discussion vs a v5 trust_remote_code breakage; unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are separate model-specific regressions." + "reason": "CPU offload device mismatch vs float16 AMP crash; different failures." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "A DSA ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Zero probabilities vs unexpected position-id key warnings; not the same underlying problem." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." + "reason": "Flash-attention generation bug vs multi-GPU OOM; unrelated symptom and cause." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetrImageLoss is not the same as dtype mismatches in SwitchTransformers and TimmWrapperModel bfloat16 inference." + "reason": "Different dtype-related failures in different models/code paths; not the same bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both mention altered behavior in v5, but Pegasus output drift and Qwen3.5 flash-attention generation failure are distinct code paths." + "reason": "Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation issue; too different." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing output embeddings are different model-loading bugs." + "reason": "Model loading regression vs post_init reinitialization after embedding resize; unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the qwen3_omni_moe helper length calculation bug." + "reason": "Checkpoint key mismatch vs helper output-length behavior; no shared code-path bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error messaging for insufficient box info and Trainer _gpu_broadcast_one NoneType support are unrelated." + "reason": "LayoutLMv3 error-message clarity vs Trainer NoneType broadcast crash; unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-length helper behavior are different execution paths." + "reason": "torch.compile/SDPA failure vs feature-length helper behavior; different problems." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and BEiT image processor reduce_labels bug are unrelated." + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after save_pretrained; both are loading-related but not the same defect." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "DiaConfig custom token IDs not surviving save/load and wrong custom module loading after save_pretrained are related in theme but not the same defect." + "reason": "Multi-image iterable finetuning failure vs BeitImageProcessorFast label reduction bug; unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local-path warning and Qwen2-57B-A14B tp OOM are unrelated model-loading issues." + "reason": "Local-path warning vs tensor-parallel OOM; unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are separate bugs." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to tokenizer output regressions." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are not the same failure." + "reason": "Flash Attention 2 test failures vs embedding reinit after resize; unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and stale num_return_sequences warning are different generate-path issues." + "reason": "Generation bug vs stale warning text for num_return_sequences; not the same issue." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mdeberta-v3 add_special_tokens regression and Gemma3 NaN embeddings from sliding-window attention have different causes." + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings on mixed-length batches; different subsystems." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models; different code paths." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are separate loading/runtime failures." + "reason": "Gemma4 processor import failure vs flash_attention.py s_aux=None crash; unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Gemma4 processor loading import error and flash_attention.py s_aux=None crash are different code paths." + "reason": "PEFT checkpoint loading issue vs FP8 inference failure on B200; unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export guard/support issue is unrelated to the sink-less flash_attention crash." + "reason": "Executorch export failure vs flash_attention AttributeError; unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare except swallowing errors are not duplicates." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except bug; different models and causes." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "base_model_prefix loading breakage and CLIP text-model structural inconsistency are separate v5 compatibility issues." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Embedding dtype drift during evaluate and gradient checkpointing in eval mode are distinct training/eval behaviors." + "reason": "General base_model_prefix loading break vs CLIP model structure inconsistency; related theme but not the same concrete bug." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are different forward-path bugs." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus v4/v5 output difference and lm_head.weight serialization inconsistency are both version-related but not the same bug." + "reason": "flash_attention.py sink-less crash vs Gemma4 PLE device mismatch; different failures." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "GenerationMixin import failure and _flash_supports_window_size import failure are unrelated import regressions." + "reason": "Embedding dtype drift in eval vs gradient-checkpointing in eval mode; unrelated." } ] }, @@ -8597,13 +8565,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:10000", "issue:15354", @@ -8614,6 +8582,8 @@ "issue:32090", "issue:33357", "issue:34567", + "issue:36010", + "issue:37428", "issue:39692", "issue:42490", "issue:42915", @@ -8621,12 +8591,9 @@ "issue:43065", "issue:43066", "issue:43278", - "issue:43381", - "issue:43421", "issue:43575", "issue:43611", "issue:43653", - "issue:43701", "issue:43873", "issue:43976", "issue:43994", @@ -8634,8 +8601,9 @@ "issue:44206", "issue:44265", "issue:44361", - "issue:44442", + "issue:44448", "issue:44462", + "issue:44466", "issue:44479", "issue:44734", "issue:44743", @@ -8649,243 +8617,222 @@ "issue:45412", "issue:45440", "issue:45459", - "issue:45491", "issue:45563", "issue:45712", "issue:46121" ], "soft_pairs": [ - "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:36010|issue:37428", "issue:43653|issue:44743", + "issue:25251|issue:32090", "issue:45245|issue:45563", - "issue:44186|issue:45198", "issue:45459|issue:45712", + "issue:44186|issue:45198", "issue:43065|issue:45412", - "issue:44871|issue:44977", - "issue:44361|issue:45198", "issue:43611|issue:46121", + "issue:44361|issue:45198", "issue:33357|issue:39692", + "issue:45372|issue:45459", + "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:44206|issue:44479", - "issue:45372|issue:45459", - "issue:29942|issue:30064", "issue:43976|issue:45440", "issue:42915|issue:42994", + "issue:29942|issue:30064", "issue:43994|issue:45412", "issue:44265|issue:45198", + "issue:43066|issue:44462", "issue:43278|issue:43575", "issue:10000|issue:15354", - "issue:43066|issue:44462", - "issue:42490|issue:43873", "issue:43873|issue:45229", - "issue:44734|issue:45406", - "issue:43421|issue:45491", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:43065|issue:43994" + "issue:42490|issue:43873", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "f54ac1815ef91cd6aff27bf6282686aee70a890dcbc78bd2ffb6d6d9e721c30f", + "prepared_review_unit_hash": "78d6a42930bf813fe098921a2540f5694d18fce77987a273192a342a0006f5bb", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36096, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35041, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft links look like false positives: the items mention similar keywords in tokenization, quantization, generation, or model loading, but they describe different bugs in different code paths. No duplicate cluster emerges here.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the proposed pairings are not the same underlying bug, so there is no single issue that can represent this set.", + "summary": "The soft pairs are mostly false positives: they share broad themes like transformers bugs, import errors, or model regressions, but they describe different code paths, symptoms, and fixes. No PRs are present in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best cluster anchor because it is open, has the most discussion/inbound references, and is a broader runtime behavior bug rather than a highly specific one-off symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally representative because the items span unrelated subsystems and failure modes rather than one shared defect.", + "best_issue_reason": "issue:43873 is the most suitable issue representative overall: it is active, broadly framed, and likely to attract follow-up fixes or references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern generation/serialization differences in v4 vs v5, but one is about Pegasus output changes and the other about lm_head.weight serialization; different failure modes and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Pipeline output-shape change vs Trainer GPU broadcast NoneType error; unrelated code paths." + "reason": "Both are ImportErrors in transformers, but they involve unrelated symbols and modules: GenerationMixin vs _flash_supports_window_size." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs Qwen recurrent-state cache reset; different tokenizer/model logic." + "reason": "Tokenizer special-token registration causing empty decode is unrelated to Qwen recurrent state reset with cache." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Category-cardinality error vs stale generate warning; not the same defect." + "reason": "Pipeline top_k output nesting and Trainer _gpu_broadcast_one NoneType errors are different subsystems and bug classes." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure; different models and failures." + "reason": "Category-limit runtime error and stale num_return_sequences warning are unrelated; one is a hard validation failure, the other a warning bug." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Protobuf exception masking tokenizer errors vs leftover dummy classes in repo checks; unrelated." + "reason": "Protobuf exception masking tokenizer errors is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory leak on deletion; different problems." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR model memory not being released." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Gemma eos-token config mismatch vs Qwen flash-attention generation bug; not the same bug." + "reason": "base_model_prefix loading regression and rope validation TypeError are separate loading/validation paths." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization fail; unrelated tokenizers." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "base_model_prefix loading regression vs rope-validation TypeError; unrelated loading/validation issues." + "reason": "MLukeTokenizer task AttributeError is not the same bug as Wav2Vec2 save_pretrained and tokenization failures." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error vs SigLIP2 docs example mistakes; runtime crash vs documentation/example issue." + "reason": "Both mention CLIP/SigLIP-style vision issues, but one is a MacOS bus error with a community CLIP model and the other is a documentation example mismatch plus quantization failure." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "LayoutLMv3 error clarity vs TrainerState token counter not updating; different functionality." + "reason": "Gemma 4 processor loading fails due to a missing ReasoningEffort import, while the other issue is about protobuf decode-error handling in tokenizers." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Feature extractor unsupported arg vs Qwen video regression; different subsystems and symptoms." + "reason": "An eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Gemma4 processor import dependency break vs protobuf error masking; unrelated causes." + "reason": "LayoutLMv3 box-content error messaging and TrainerState num_input_tokens_seen not updating are unrelated issues." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation map processing; different components." + "reason": "Feature extractor center-arg regression and Qwen video-input regression are different models and different API paths." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility break vs DeepseekV3MoE implementation divergence; unrelated." + "reason": "Python version compatibility failure and DeepseekV3MoE divergence describe unrelated problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8 loading failure vs quantized model saving failure; both quantization-related but different operations and bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different functional areas with different symptoms." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference mismatch vs RT-DETR memory leak; unrelated." + "reason": "Gemma4 SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but distinct loading/selection bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 eval dtype change vs tensor-parallel OOM on model load; different failure modes." + "reason": "Embedding dtype drift in eval and TP loading OOM for Qwen2-57B are unrelated training vs loading problems." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue vs torch.jit GeneratorExp export failure; unrelated." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are clearly different model/runtime problems." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json; both loading-related but not the same bug." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a very high level; the concrete failure modes and code paths differ." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash local path import warning vs quantization offloading not working; unrelated." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading issue vs multi-GPU CUDA OOM; shared theme only, not same concrete bug." + "reason": "Local-path trailing-slash import warning is a narrow path-resolution bug, unlike the broader quantization offloading issue." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache tensor indexing crash vs Gemma4Processor missing _tokenizer; different code paths." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings; unrelated." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch; different trainer issues." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer failures." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical outputs; unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 processor import break vs hidden tokenizer errors without protobuf; not the same defect." + "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -8901,13 +8848,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:29127", "issue:29942", @@ -8917,25 +8864,25 @@ "issue:36010", "issue:41720", "issue:42490", - "issue:42915", - "issue:43262", + "issue:43065", "issue:43278", "issue:43329", "issue:43334", "issue:43381", + "issue:43421", "issue:43526", "issue:43531", "issue:43575", "issue:43646", + "issue:43653", "issue:43701", "issue:43723", "issue:43756", "issue:43761", "issue:43824", - "issue:43931", + "issue:43994", "issue:44077", "issue:44186", - "issue:44206", "issue:44279", "issue:44387", "issue:44442", @@ -8953,230 +8900,237 @@ "issue:45406", "issue:45412", "issue:45440", - "issue:45584", + "issue:45491", "issue:45593", "issue:45834", "issue:45859" ], "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43065|issue:43994", + "issue:43653|issue:44442", "issue:44610|issue:45412", "issue:41720|issue:45229", "issue:32090|issue:33357", "issue:43756|issue:45440", "issue:45372|issue:45406", "issue:43278|issue:43329", - "issue:29942|issue:36010", "issue:43526|issue:45834", - "issue:43761|issue:45859", + "issue:29942|issue:36010", "issue:43723|issue:44554", + "issue:43761|issue:45859", "issue:45440|issue:45593", "issue:45103|issue:45372", "issue:43526|issue:44186", "issue:43575|issue:43701", - "issue:43526|issue:44857", - "issue:44977|issue:45245", "issue:43334|issue:43531", - "issue:42490|issue:43381", + "issue:43526|issue:44857", "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:44977|issue:45245", "issue:43824|issue:44279", "issue:44442|issue:45072", - "issue:44743|issue:44811", - "issue:29127|issue:35141", - "issue:42915|issue:43931", "issue:43646|issue:44077", - "issue:43262|issue:44206", - "issue:44977|issue:45584" + "issue:29127|issue:35141", + "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "db93e3ed464603e352775edf683754860c33b259124689f5c067b632203ec159", + "prepared_review_unit_hash": "0be208737bfef5f374b32b9333e011fd09aa35aedf6902595d5474d686118c9b", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35810, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 28, + "serialized_chars": 36184, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs appear to be false positives: the items cover unrelated bugs across different models/subsystems, so this cluster does not form a real duplicate set.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue chosen: the cluster is heterogeneous, and none of the issues clearly subsumes the others as the same underlying bug.", + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, tokenizers, and runtime paths. I do not see any true duplicates to merge, so the cluster should stay split.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical duplicate exists. If forced to pick an anchor, issue 45229 is the most broadly documented and discussed user-facing regression, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: selecting any one item would be arbitrary because the paired issues are not the same defect.", + "best_issue_reason": "Issue 45229 is the strongest standalone report by discussion volume and repro detail, so it is the best representative only as a noisy cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor runtime update bug vs. Gemma3 NaN embeddings in sliding-window attention; different code paths and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs. checkpoint resume key mismatch; unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs. AutoTokenizer failing on a FastSpeech2 tokenizer; different tokenizer bugs." + }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Different problems: input-size mismatch in OmDet-Turbo processor vs RT-DETR memory not being released." + "reason": "Processor image-size mismatch vs. RT-DETR memory not being released; not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are OOM-like, but one is Qwen3 auto device-mapping cudaErrorAssert and the other is Gemma4 multi-GPU CUDA OOM." + "reason": "A800 cudaErrorAssert during auto device mapping vs. multi-GPU OOM on Gemma4; both CUDA-related but different concrete failures." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to a MacOS bus error loading a CLIP model." + "reason": "Trainer broadcast TypeError on NoneType vs. MacOS bus error in CLIP loading; unrelated." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer count bug and DeepseekV3MoE divergence are different model implementations." + "reason": "Smollm3 RoPE-layer counting bug vs. DeepseekV3MoE divergence from remote implementation; different model logic." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "ReasoningEffort import failure in Gemma4 processor loading is separate from Gemma4Processor missing _tokenizer in serve." + "reason": "mistral_common import breakage for Gemma4 processor loading vs. Gemma4Processor missing _tokenizer in serve; different failure points." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to the multimodal token counting video-branch undefined-variable bug." - }, - { - "left": "issue:29942", - "right": "issue:36010", - "accept": false, - "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." + "reason": "Embedding dtype regression vs. undefined video multimodal-token helpers; unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation differs from Kosmos2.5 long OCR index overflow." + "reason": "BeitImageProcessorFast reduce_labels bug vs. Kosmos2.5 long-OCR index error; not the same underlying issue." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Flash Attention 2 test failures vs. GenerationMixin import error; different regressions." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "AutoTokenizer v5 loading issue is not the same as MPS attention correctness when value head dim differs from query." + "reason": "AutoTokenizer loading failure in v5 vs. MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs. Qwen3_5Moe rotary embedding CPU-offload incompatibility; different code paths." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different training/inference behaviors." + "reason": "DeepSeekV3 implementation divergence vs. D-FINE auxiliary-loss omission; unrelated model behavior." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling bug is unrelated to the Gemma4 ReasoningEffort import problem." + "reason": "auto_docstring annotations crash vs. Gemma4 processor dependency import breakage; different subsystems." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different tokenizer/processor paths." + "reason": "BeitImageProcessorFast label reduction bug vs. LayoutLMv2Tokenizer crashes on NER padding/truncation; different tokenizer/image-processor issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM is not the same as resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM loading Qwen2-57B vs. checkpoint key mismatch; unrelated." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "BeitImageProcessorFast label reduction issue is unrelated to LwDetrImageLoss float16/CUDA crash." + "reason": "Qwen3-VL missing pad_token_id vs. Qwen3-MoE sliding_window issue; same family name but different concrete bugs." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are different failure modes." + "reason": "BeitImageProcessorFast label handling vs. LwDetrImageLoss float16/CUDA crash; unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error is separate from Qwen3-MoE sliding_window behavior." + "reason": "Model loading OOM for a specific Qwen checkpoint vs. int4 quantization reserved-memory regression; different causes." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Trailing-slash import warning vs. eval-mode gradient checkpointing restriction; unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both involve memory, but one is TP load OOM for Qwen2-57B and the other is int4 quantization reserved-memory growth." + "reason": "Qwen3.5 flash-attention generation bug vs. category-count overflow runtime error; unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import failure is not the same as a generic dependency issue with transformers." + "reason": "Specific Qwen2.5-VL import error vs. vague dependency issue; not the same bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Qwen3.5 recurrent state reset bug is different from Whisper batch_decode ignoring skip_special_tokens." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error messaging issue is not the same as token-embedding resize reinitialization with untied output embeddings." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." + "reason": "Tokenizer loading failure vs. bfloat16 dtype mismatches in inference; different areas." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Transformers 5.0 custom model init breakage is unrelated to patchtsmixer post_init policy." + "reason": "Broad Transformers 5.0 custom init regression vs. a specific patchtsmixer post_init policy issue; related theme, but not the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor unsupported center argument are different processor regressions." + "reason": "LayoutLMv3 box-information error message vs. token embedding reinit after resize; unrelated." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Qwen3.5 recurrent-state reset bug vs. Whisper batch_decode skip_special_tokens bug; different processors/models." } ] }, @@ -9192,13 +9146,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:28218", "issue:32090", @@ -9210,6 +9164,8 @@ "issue:38175", "issue:42175", "issue:42907", + "issue:42915", + "issue:43262", "issue:43316", "issue:43381", "issue:43452", @@ -9218,7 +9174,6 @@ "issue:43550", "issue:43611", "issue:43643", - "issue:43650", "issue:43720", "issue:43761", "issue:43827", @@ -9226,255 +9181,254 @@ "issue:43931", "issue:44062", "issue:44188", + "issue:44206", "issue:44442", "issue:44464", "issue:44479", "issue:44743", - "issue:44855", "issue:44871", "issue:44898", "issue:44913", "issue:44964", - "issue:45137", + "issue:44977", "issue:45216", "issue:45290", "issue:45440", "issue:45491", + "issue:45584", "issue:45588", "issue:45698", "issue:45759", "issue:45803", "issue:45907", - "issue:46202", - "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43262|issue:44206", "issue:43452|issue:45588", + "issue:44977|issue:45584", "issue:33357|issue:38175", - "issue:44464|issue:45491", "issue:44062|issue:45907", + "issue:44464|issue:45491", "issue:28218|issue:32090", - "issue:44442|issue:44898", "issue:33290|issue:34567", + "issue:44442|issue:44898", "issue:43381|issue:43873", "issue:43316|issue:43525", - "issue:44479|issue:45290", "issue:44964|issue:45440", - "issue:43720|issue:44442", "issue:34689|issue:43611", "issue:32090|issue:33290", - "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:44479|issue:45290", "issue:44442|issue:45803", - "issue:43550|issue:44743", "issue:43931|issue:45216", + "issue:42175|issue:46234", "issue:34689|issue:36010", + "issue:43550|issue:44743", "issue:43493|issue:43827", - "issue:45290|issue:46209", + "issue:42907|issue:45698", "issue:43316|issue:45759", "issue:43873|issue:44871", - "issue:42907|issue:45698", "issue:43761|issue:44188", - "issue:43643|issue:44913", - "issue:44855|issue:45137", - "issue:43650|issue:46202" + "issue:43643|issue:44913" ], - "prepared_review_unit_hash": "30fe1a15fb19dc52fa39bf678001124204369a9b1827dc6fb57f7c7b948e42f1", + "prepared_review_unit_hash": "f99af3fce1d3b85f014cc8b0067f58c399be55895993fbb6b78f1d6d19d90994", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36269, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad themes like loading, config, or training, but each points to a different concrete bug or code path. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45698 is the broadest and most representative issue here: it covers a generic save/load regression, has the highest discussion activity, and sits in the same general serialization/loading theme as several others.", + "summary": "No true duplicate cluster here: the issues are broadly heterogeneous, and the soft links are only superficial topic overlaps. All soft-edge candidates should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/features (tokenizer, trainer, quantization/offloading, model loading, docs, packaging), so there is no shared root cause to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best cluster representative because its title is generic enough to stand in for the cluster\u2019s recurring load/save regressions while still describing a concrete user-facing bug.", + "best_issue_reason": "No global best issue stands out because there is no unified underlying problem; choosing any one issue would misrepresent the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes (FineGrainedFP8Config vs weight-shape mismatch)." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/processor bugs: sampling-rate defaulting vs an unsupported argument in feature extraction." + }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Different subsystems and failures: gguf AutoTokenizer/AutoModel loading vs flash_attention sink-less AttributeError." + "reason": "Different code paths and failures: GGUF loading in from_pretrained vs flash-attention crashing on s_aux=None." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Unrelated model/runtime bugs: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + "reason": "Both involve generation, but on unrelated models and bugs (Qwen3.5 flash-attn vs Whisper empty transcription after special-token alignment)." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Both involve generation/vision-ish behavior, but one is compiled forward chunked generation and the other is Gemma3 mixed-length NaN embeddings; different code paths." + "reason": "Different multimodal models and distinct symptoms: MacOS bus error vs zero probabilities." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken kwargs bug vs Hub list_repo_files revision forwarding; no shared underlying defect." + "reason": "Completely unrelated: AddedToken keyword conflict vs list_repo_files not forwarding revision." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer spacing regression and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Both affect inference, but one is compiled chunked generation and the other is Gemma3 NaNs from mixed-length sliding-window attention." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer load failure vs Perceiver interpolation/resolution failure; different models and mechanisms." + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast TypeError." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "DeepSpeed OOM with Adafactor is not the same as TrainerState num_input_tokens_seen not updating." + "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: tokenizer loading vs Perceiver image classification at non-default resolution." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct trainer/runtime behaviors." + "reason": "Eval-mode gradient checkpointing and quantized offloading are distinct runtime issues with different root causes." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API inconsistency and the other is a missing pad_token_id on Llama4Config." - }, - { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video input regression for Qwen variants is unrelated to chat template crashes on assistant tool-call messages." + "reason": "Both are config/API issues, but they concern different models and different missing/incorrect fields." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading error and DeepSeekV3MoE divergence are separate model-specific issues." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with FastSpeech2ConformerTokenizer loading." + "reason": "Different model-specific bugs: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Two different model-loading regressions with different triggers and versions; not the same fix." + "reason": "Both are loading regressions, but one is a specific model breakage and the other is a broad base_model_prefix regression." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and optimizer OOM are not the same bug." + "reason": "Trainer GPU broadcast NoneType error is unrelated to an Adafactor+deepspeed OOM." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Packaging/backend dependency omission vs missing utility symbol export; unrelated." + "reason": "BitNet packed-weight handling during accelerate loading is unrelated to FastSpeech2ConformerTokenizer loading." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor conversion exception-swallowing are unrelated." + "reason": "Video-input regression for Qwen VL models is not the same bug as chat-template crashes on tool-call messages." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and Qwen3_5 recurrent-state reset are different model-path bugs." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different failures." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-family, but one is a load-time shape mismatch and the other is a save_pretrained checkpoint regression." + "reason": "Model-shape mismatch on load is unrelated to incorrect save_pretrained checkpoint contents for Qwen3.5." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue and missing import_utils symbol are distinct maintenance problems." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 model-loading breakage is unrelated to the GenerationMixin import error." + "reason": "Both mention loading/imports, but they are separate regressions with different affected APIs and causes." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile SDPA failure vs Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated." + "reason": "A model implementation discrepancy is unrelated to documentation still referencing pipeline()." }, { - "left": "issue:45290", - "right": "issue:46209", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Chat-template crash and FP8 inference on B200 are completely different bugs." + "reason": "Both involve save/load flows, but one is dequantized-model saving and the other is custom-module resolution after save_pretrained." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern config objects, but one is a Gemma3TextConfig API mismatch and the other is AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." + "reason": "Config API mismatch and from_config text_config unwrapping are different composite-model issues." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading bug and eos_token_id config inconsistency are separate issues." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Save/dequantization failure and wrong custom module loaded after save_pretrained are both serialization-related but not the same defect." + "reason": "Quantized offloading behavior and eos_token_id config inconsistency are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and attention-kernel branching under torch.compile are unrelated." + "reason": "CLIPVision hidden-states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code AutoConfig missing fields and GPTNeoX rotary_pct reset on reload are different config-loading problems." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 JIT parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Noise-level issue title vs Gemma pipeline roundtrip failure; no shared underlying code path." + "reason": "Different configuration-loading bugs: missing fields with trust_remote_code vs rotary_pct not persisting on reload." } ] }, @@ -9490,13 +9444,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:25251", "issue:28282", @@ -9512,17 +9466,15 @@ "issue:43316", "issue:43404", "issue:43441", - "issue:43452", "issue:43475", "issue:43540", "issue:43550", "issue:43575", "issue:43606", - "issue:43646", + "issue:43650", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", "issue:44077", "issue:44162", @@ -9533,253 +9485,240 @@ "issue:44568", "issue:44617", "issue:44792", + "issue:44855", "issue:44871", "issue:44877", - "issue:44913", "issue:44987", - "issue:45127", - "issue:45200", + "issue:45137", + "issue:45290", "issue:45479", "issue:45584", "issue:45656", "issue:45803", - "issue:46050", "issue:46170", - "issue:46178" + "issue:46178", + "issue:46202", + "issue:46209" ], "soft_pairs": [ - "issue:44987|issue:46178", - "issue:33290|issue:34689", + "issue:45290|issue:46209", + "issue:44855|issue:45137", "issue:44568|issue:45479", - "issue:44077|issue:44479", "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:44987|issue:46178", + "issue:43650|issue:46202", "issue:29127|issue:33357", "issue:25251|issue:28282", "issue:43295|issue:43825", + "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:42617|issue:43575", - "issue:43540|issue:44514", - "issue:44871|issue:45584", "issue:43316|issue:43716", "issue:33290|issue:35141", + "issue:43540|issue:44514", + "issue:33290|issue:45656", "issue:43575|issue:43742", "issue:43316|issue:44877", "issue:44162|issue:44792", - "issue:33290|issue:45656", "issue:43404|issue:43441", - "issue:43295|issue:44871", + "issue:44871|issue:45584", "issue:45803|issue:46170", - "issue:43065|issue:44617", + "issue:43295|issue:44871", "issue:41950|issue:43475", - "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:44871|issue:46050", - "issue:45127|issue:45200", - "issue:43761|issue:44479" + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "ea327cfb52fc0dc3ad3d0170206c9d310dbe4163ca9218e62f02c309a7739d8c", + "prepared_review_unit_hash": "61afeda2d5923404639036cacf4b383cd7ccbceb82d05dd20605f8b60105d5ad", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35144, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives: they share broad themes like loading, vision, or configuration, but the underlying bugs and code paths differ. I don\u2019t see a single canonical issue/PR for this set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a loose bundle of mostly unrelated bug reports and regressions across pipelines, model loading, tokenization, DeepSpeed, and multimodal processors. The soft pairs share only broad subsystem similarity, not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:33290 is the most connected item in the cluster (three candidate links) and is a concrete, user-facing bug report, so it is the best representative anchor for this noisy set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:33290 is the strongest issue candidate by connectivity and specificity; it represents a real, actionable bug better than the more generic or narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:45290", + "right": "issue:46209", "accept": false, - "reason": "Different failures: model load regression vs backend mapping error for tensorflow_text." + "reason": "Different failure domains: chat template/tool-call handling vs FP8 inference on B200. No shared code-path or fix." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "One is deepspeed/Adafactor OOM; the other is a model-loading regression for a specific Llama Vision model." + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque error are unrelated bugs." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token behavior and sequence-classification loss are unrelated bugs." + "reason": "Tokenizer special-token behavior and sequence-classification zero-loss logic are distinct issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model loading are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths." + "reason": "Optional post_init validation and video-input regression in Qwen models do not describe the same bug." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for a specific repo and a backend-mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Local dataset loading script issue vs config/model-type recognition error." + "reason": "Placeholder spam title versus Gemma pipeline roundtrip failure; no shared underlying defect." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP are not the same problem." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError." + "reason": "Pipeline output-shape bug and missing-PyTorch ImportError are entirely separate." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model processor/tokenizer regression vs pipeline translation error message regression." + "reason": "Both touch pipeline/processor behavior, but one is a processor-tokenizer regression and the other is an incorrect translation-task message; not the same fix." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch." + "reason": "A script execution issue and an OOM during tensor-parallel model loading are different failures." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "3d_parallel execution problem vs tensor-parallel OOM on a different model." + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share a concrete code-path." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Video input processing failure vs batched chat-template padding crash." + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are separate configuration/model issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Gemma eos token config mismatch vs Whisper empty-transcription generation bug." + "reason": "DeepSpeed OOM and post_init reinitializing tied embeddings are unrelated bugs." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs image preprocessor/model dtype mismatch." + "reason": "Video-input processing in Qwen3OmniMoe and chat-template batching with tool calls are different regressions." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:45656", "accept": false, - "reason": "Training OOM under deepspeed vs embedding reinitialization after resize." + "reason": "OOM during Adafactor in DeepSpeed and optimizer.step being called twice are not the same defect." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on large-model tensor parallel load vs key error loading a small model." + "reason": "OOM when loading a large model with tp and a key error loading a small model are distinct loading problems." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Config API discrepancy vs strict config blocking granite_speech." + "reason": "General config API inconsistency and strict config rejection for granite_speech are different compatibility issues." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage vs janus test failure; no shared underlying bug." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "OOM during deepspeed training vs optimizer.step called twice." + "reason": "ESM2 breakage and a janus test failure are unrelated models and failures." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Untied lm_head weights vs FlashAttention failure in Ministral-3." + "reason": "lm_head weight tying bug and FlashAttention failure are different Mistral-family issues; too broad to merge." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer API regression vs eos_token_id config inconsistency." + "reason": "Gemma eos-token configuration mismatch and Whisper empty-transcription failure are not the same bug." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors vs Windows ROCm torch.distributed dependency issue." + "reason": "Bare except swallowing errors in tensor conversion and Windows ROCm import/type errors are unrelated." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Dummy Conv2d implementation vs SAM 3 video OOM." + "reason": "Processor/tokenizer regression and Gemma eos-token inconsistency are different multimodal/tokenization issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline selecting image processors vs missing fpn_position_embeddings attribute." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Custom model initialization breakage vs GPTNeoX config reload defaulting rotary_pct." + "reason": "Image-processor lookup in a pipeline and missing fpn_position_embeddings in Sam3 outputs are separate SAM/video bugs." }, { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file loading regression vs unrecognized model/config.json model_type error." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos token mismatch vs quantized model save/load corruption." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocab collapse vs Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "CLIPVision hidden_states regression vs Qwen video-input regression." + "reason": "Dummy Conv2d in Sam3PixelDecoder and CUDA OOM in Sam3Video are not the same code-path problem." } ] }, @@ -9795,13 +9734,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:35141", "issue:41720", @@ -9810,11 +9749,11 @@ "issue:43232", "issue:43335", "issue:43388", + "issue:43452", "issue:43504", - "issue:43540", - "issue:43550", "issue:43572", "issue:43644", + "issue:43646", "issue:43673", "issue:43761", "issue:43827", @@ -9826,7 +9765,7 @@ "issue:44190", "issue:44242", "issue:44479", - "issue:44521", + "issue:44496", "issue:44534", "issue:44610", "issue:44617", @@ -9834,35 +9773,41 @@ "issue:44743", "issue:44792", "issue:44855", - "issue:44877", + "issue:44871", "issue:44913", "issue:44964", "issue:44977", + "issue:45127", + "issue:45200", "issue:45245", - "issue:45381", "issue:45542", "issue:45584", "issue:45588", "issue:45600", - "issue:45632", "issue:45698", "issue:45803", "issue:45987", + "issue:46050", "issue:46178", "issue:46234" ], "soft_pairs": [ - "issue:45542|issue:46234", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43761|issue:44479", "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:43232|issue:43388", + "issue:45542|issue:46234", "issue:44077|issue:44534", "issue:43673|issue:44743", - "issue:44792|issue:44977", "issue:43761|issue:44242", + "issue:44792|issue:44977", "issue:44617|issue:45584", - "issue:44534|issue:44913", "issue:44190|issue:44964", + "issue:44534|issue:44913", "issue:44792|issue:45600", "issue:44479|issue:44734", "issue:44855|issue:45588", @@ -9873,210 +9818,205 @@ "issue:43931|issue:44060", "issue:35141|issue:42490", "issue:43335|issue:44855", - "issue:43644|issue:44913", "issue:43976|issue:44855", - "issue:45632|issue:46234", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:44077|issue:44877", - "issue:44521|issue:45381" + "issue:43644|issue:44913" ], - "prepared_review_unit_hash": "d13260ecfae12387d97e84c9f749bf04f21c287dbcc439ac3c21a3af6267bfb7", + "prepared_review_unit_hash": "022c6e827e69d16d4a0eb563200512d873628d594ab7a8137891fe630ce4ad17", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35605, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate set. None of the proposed soft edges look like the same underlying bug or change, so I rejected all pairings.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems (generation, loading, multimodal, configs, backend/import, docs, etc.) and do not share a concrete root cause.", + "summary": "This cluster is heterogeneous: the soft pairs are thematically similar in a few places, but none appear to be the same underlying bug/change, so no duplicates should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No best issue for duplicate consolidation; the cluster is not a near-duplicate group. If forced to choose a representative, it would still be arbitrary because the reports are semantically unrelated.", + "best_issue_reason": "No single issue is a safe canonical anchor because the items cover unrelated regressions and feature bugs across loading, generation, config, and model-specific paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model initialization/reload behavior, but one is a broad v5 custom-model init break and the other is a GPTNeoX config field not persisting; different bugs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model loading failures, but one is about gguf_file handling in AutoTokenizer/AutoModel loaders while the other is an unrecognized custom model/config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both relate to save/load consistency, but one is an eos_token_id config mismatch and the other is quantized-model persistence after save_pretrained; not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Different backend/import problems: TensorFlow backend detection vs a missing Falcon/Mamba availability helper." + "reason": "One is LoRA merge collapse with extended vocab on tied embeddings; the other is missing mm_token_type_ids defaulting for text-only fine-tuning. Different behavior and fix." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are v5 regressions in multimodal model behavior, but one is CLIPVision hidden_states missing and the other is Qwen video-input regression; different models and failures." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated config key regression vs backend mapping error; no shared code path." + "reason": "A StableLmConfig field regression is unrelated to a backend import-utils mapping error for tensorflow_text." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different loading failures: legacy field in BEiT preset vs custom-module mismatch after save/load." + "reason": "Both concern model loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained; not the same issue." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync issue vs metric gathering truncation; distinct APIs and failures." + "reason": "Generation kwargs syncing after sync_gpus and metric gathering label truncation are unrelated subsystems with different symptoms." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/backend availability, but one is a TensorBoard-without-TF backend error and the other is a missing falcon-mamba availability helper." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSTMixer post-init policy vs v5 non-persistent buffer initialization; separate bugs." + "reason": "Both mention v5 behavior changes around init/state, but one is about optional post_init on patchtsmixer and the other about junk in non-persistent buffers; different concrete bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Cache missing in generation mixin vs recurrent state reset with cache; not the same failure." + "reason": "Both are cache/state generation bugs, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent-state reset with seq_len>1." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + "reason": "A CLIPVision hidden_states regression is not the same as missing load-balancing loss when router logits are disabled." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "CLIP hidden_states regression vs router-logit load balancing loss; unrelated model behaviors." + "reason": "Both involve generation on vision/LLM models, but one is a janus image-generation test failure and the other is a Qwen3.5 flash-attention generation bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation failure." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are unrelated issues." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Buffer initialization junk vs GPTNeoX config reload of rotary_pct; different root causes." + "reason": "Local dataset loading in a training script and model loading failure for Phi-4 multimodal are different failure modes." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Dataset-loading script issue vs model loading mismatch for Phi-4 multimodal." + "reason": "A v5 non-persistent-buffer initialization regression is unrelated to GPTNeoX rotary_pct not surviving reload." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "A janus model generation test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video regression in Qwen VL models vs serve KV-cache continuation indexing crash." + "reason": "Both are generation-related, but one is a v5 video-input regression across Qwen VL variants and the other is a server-side KV-cache continuation indexing crash." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue vs flash-attention AttributeError on s_aux=None." + "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still mention pipeline after removals vs a model producing bad outputs with AutoModel/pipeline; not the same bug." + "reason": "Docs still referencing pipeline() and a model producing nonsensical outputs with AutoModel/pipeline are not the same bug." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device-mapping cuda assert vs category-count limit error; no overlap in cause." + "reason": "An auto device mapping cudaErrorAssert on A800 is unrelated to the categorical-cardinality RuntimeError." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer question vs OmDet-Turbo processor/model resolution mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a processor/model input-size mismatch in OmDet-Turbo are different vision-model issues." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Exception handling in tensor conversion vs StaticCache return type contract; unrelated." + "reason": "Swallowing exceptions in tensor conversion and returning a tensor instead of int from StaticCache.get_seq_length are unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model-loading logic." + "reason": "Qwen3-VL weight-shape mismatch on load and a bad tied-weights warning for Qwen3-Next are different model/config bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit after resize vs slash-suffixed local path import warning; no shared code path." + "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 import parsing error." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffers junk vs config value resetting on reload; unrelated regressions." + "reason": "A SwitchTransformers sparse-layer construction bug and a Python 3.13 decorator/comment parsing error are not the same issue." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support claim vs a DebertaV2 import parsing failure; not the same issue." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Remote-code cache-path collision vs missing import_utils helper; different modules." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs local dataset loading script failure." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video-input validation error vs serve-side KV cache indexing crash." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Post-init allowance for patchtsmixer vs strict config loading for granite_speech; unrelated." + "reason": "Both are Python-version related, but one is a packaging/support matrix problem and the other is a specific import-time IndentationError." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Assistant mask generation bug vs video position-id regression; both multimodal, but different concrete failures." + "reason": "Junk-filled non-persistent buffers in v5 and GPTNeoX rotary_pct reset on reload are unrelated regressions." } ] }, @@ -10092,17 +10032,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36246", "issue:38175", - "issue:38617", "issue:41628", "issue:43065", "issue:43116", @@ -10110,10 +10049,10 @@ "issue:43335", "issue:43404", "issue:43479", - "issue:43531", - "issue:43643", + "issue:43540", + "issue:43550", "issue:43650", - "issue:43854", + "issue:44077", "issue:44112", "issue:44186", "issue:44190", @@ -10121,23 +10060,22 @@ "issue:44246", "issue:44462", "issue:44464", - "issue:44496", - "issue:44561", + "issue:44521", "issue:44683", "issue:44734", "issue:44737", + "issue:44877", "issue:44933", "issue:44938", - "issue:44964", "issue:45003", "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", "issue:45357", "issue:45362", "issue:45375", + "issue:45381", "issue:45446", "issue:45542", "issue:45563", @@ -10147,255 +10085,221 @@ "issue:45803", "issue:45907", "issue:46082", - "issue:46121" + "issue:46121", + "issue:46234" ], "soft_pairs": [ + "issue:45632|issue:46234", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:43540|issue:44734", "issue:44462|issue:45907", "issue:45127|issue:45357", + "issue:44521|issue:45381", "issue:43335|issue:44190", "issue:44737|issue:45803", "issue:44112|issue:45600", "issue:43116|issue:44190", - "issue:45276|issue:45584", "issue:46082|issue:46121", - "issue:43295|issue:45276", + "issue:45276|issue:45584", "issue:43479|issue:45375", "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:43650|issue:44220", "issue:45245|issue:45584", "issue:44464|issue:45563", "issue:36246|issue:41628", - "issue:43650|issue:44220", "issue:44186|issue:44734", - "issue:44246|issue:45003", "issue:43404|issue:45216", + "issue:44246|issue:45003", "issue:44683|issue:45446", "issue:44933|issue:45362", - "issue:38175|issue:43065", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:43854|issue:44964", - "issue:45563|issue:45584", - "issue:36246|issue:38617", - "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:43531|issue:45600", - "issue:43295|issue:45335" + "issue:38175|issue:43065" ], - "prepared_review_unit_hash": "6dd7aa6ed4b4db6dc3d33549cbc9911186988da33cfb52950cf4f76b40990ff9", + "prepared_review_unit_hash": "61f487fb50b515a9195347927ea2683c46b59a87e463c4cad1fc1ba2b06376a0", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37101, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34910, + "estimated_input_tokens": 8728, + "estimated_eval_tokens": 17712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, generation bugs, config issues, and CI failures. I would not merge any of the candidate pairs as duplicates. As a standalone representative, issue 36246 is the clearest, most self-contained bug report in the set.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 36246 is the most concrete and self-contained report: a specific ImportError with an explicit missing symbol and module path, making it a clean representative of the cluster.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across different models, configs, generation paths, import/export issues, and CI/script failures. None of the candidate pairs look like the same underlying change or defect.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical duplicate issue stands out because the items are largely unrelated and none of the soft pairs are strong duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36246 is the strongest standalone issue here because it states a precise failure mode and affected import path; the other items are too diverse to serve as a better global representative.", + "best_issue_reason": "issue:44521 is the strongest standalone issue here by discussion/inbound activity and user impact, but it is not a canonical duplicate target for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "One is an AutoTokenizer repository-loading bug; the other is a list_repo_files revision-forwarding issue. Different code paths and symptoms." + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different bugs: local trust_remote_code cache-path collision vs a missing import utility symbol." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure; the other is a local dataset-loading script issue." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config problems: patchtsmixer post_init policy vs granite_speech config loading under strict config." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video processing vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository tokenizer resolution bug vs list_repo_files not forwarding revision; unrelated APIs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both mention weight/save behavior, but they affect different Qwen-related models and different failure modes (LoRA merge collapse vs wrong visual encoder keys)." + "reason": "Both involve Qwen-family saving/weight handling, but the concrete failures differ: LoRA/vocab collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL video position ids." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Unrelated problems: SwitchTransformers config creation versus an example script failing to load a local dataset." + "reason": "SwitchTransformers config layer creation bug is unrelated to image-classification dataset loading." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "XLNet CPU tensor construction bug vs a bare-except error handling issue in FuyuBatchFeature." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is broken auto_mappings references to removed configs." + "reason": "Different CI failures in different modules: GraniteSpeech stale test vs Sam3LiteText auto_mappings references." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures; not the same underlying bug." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation are unrelated code paths." + "reason": "Multi-label classification example script bug is not the same as local dataset loading in a different example." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "A LlamaConfig validation issue and a rope-parameter JSON list TypeError are distinct configuration bugs." + "reason": "LlamaConfig head_dim validation and rope-params JSON list handling are distinct config-validation bugs." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer regression versus token embedding resize behavior; no shared concrete bug." + "reason": "Gemma4 embedding resize propagation bug vs Whisper empty transcription handling; unrelated failures." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field issues, but they involve different models and different missing/default-handling behavior." + "reason": "Both are config-related, but they concern different model families and different validation/default-init paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the tensorboard-without-TensorFlow backend error." + "reason": "Python 3.14 import/load failure is unrelated to tensorboard-only backend detection." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Gemma4 embedding resizing; no shared concrete defect." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/low-information issue vs an audio feature extraction bug; no meaningful overlap." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." + "reason": "Category-count overflow is unrelated to Whisper empty-transcription generation." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both touch generation, but one is inconsistent outputs with compiled forward and the other is a stale warning in paged generate." + "reason": "Chunked generation inconsistency under compiled forward is not the same as a stale warning about num_return_sequences." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different API surfaces; not the same missing-export bug." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder 'ADD THE DATA' is unrelated to the fbank feature extraction issue." + "reason": "Both are import errors, but one is for a specific Qwen2.5-VL image processor and the other is a different top-level AutoImageProcessor export." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to KV-cache continuation tensor indexing in serve." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access may both affect import time, but they are not the same defect." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained checkpoint regression are different model-saving/training issues." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Different models and different weight/save issues; no evidence of a shared underlying bug." + "reason": "Import-time slowness and unsafe sys.modules access are related only broadly; not the same underlying bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention and PyTorch versioning, but one is compiled flex_attention failure and the other is a version check for a specific import path." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex failure while the other is a version-check/import bug for AuxRequest." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "An invalid import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Removed image_utils import issue vs Qwen3.5 chat crash; unrelated subsystems." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model bugs." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Both involve config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Loading Phi-4 multimodal and broken Sam3LiteText auto-mapping references are different failures." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "A CI test flake and a model-load failure are not the same underlying bug." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model families and different load failures; no shared code-path issue." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning in paged generate is not the same as Whisper generation failing after align_special_tokens." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but they involve unrelated missing symbols in different modules." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "A v5.0 trust_remote_code regression from removed helpers is different from local-model cache path collisions." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize not propagating are different bugs." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." } ] }, @@ -10411,18 +10315,18 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:32090", "issue:35141", - "issue:38175", - "issue:39692", + "issue:36246", + "issue:38617", "issue:41950", "issue:42175", "issue:42907", @@ -10434,280 +10338,280 @@ "issue:43479", "issue:43525", "issue:43526", - "issue:43577", + "issue:43531", + "issue:43643", "issue:43650", "issue:43673", "issue:43688", - "issue:43824", + "issue:43854", "issue:43901", "issue:44016", "issue:44075", + "issue:44112", "issue:44220", "issue:44242", "issue:44279", "issue:44336", "issue:44368", "issue:44496", - "issue:44617", - "issue:44779", - "issue:44933", - "issue:45020", + "issue:44561", + "issue:44734", + "issue:44964", "issue:45042", "issue:45200", "issue:45216", "issue:45335", - "issue:45357", "issue:45372", - "issue:45405", + "issue:45563", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", + "issue:45632", "issue:45759", - "issue:45812", - "issue:45823", "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:44734|issue:45632", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44561|issue:45632", "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43295|issue:45335", "issue:43526|issue:43901", "issue:43673|issue:44336", + "issue:43388|issue:43688", "issue:41950|issue:44016", - "issue:44496|issue:45042", "issue:43441|issue:45588", - "issue:43388|issue:43688", + "issue:44496|issue:45042", "issue:42175|issue:44279", "issue:44075|issue:44368", "issue:43299|issue:45216", - "issue:44016|issue:44220", "issue:43381|issue:45593", + "issue:44016|issue:44220", "issue:43901|issue:44496", + "issue:45372|issue:46234", "issue:43650|issue:46209", - "issue:45335|issue:45584", "issue:44496|issue:45759", - "issue:45372|issue:46234", + "issue:45335|issue:45584", "issue:32090|issue:35141", "issue:43479|issue:43525", - "issue:44242|issue:45200", - "issue:38175|issue:44617", - "issue:43577|issue:45216", - "issue:43299|issue:45357", - "issue:43824|issue:44933", - "issue:41950|issue:45020", - "issue:44279|issue:45405", - "issue:44779|issue:45812", - "issue:41950|issue:45823", - "issue:43295|issue:44779", - "issue:39692|issue:43901" + "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "955f3d9a744a02fd63625e2a3088be3303b4236f47a6ff3c11a0f4ac752a25d5", + "prepared_review_unit_hash": "6aff85df0efd5ab7d5a8eb4184ca689ff464036e37f158e56e6dc9d7dc42cf91", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36794, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues and regressions. None of the soft pairs looks like the same underlying bug or change, so all should be rejected as duplicate candidates.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, regressions, docs problems, and model-specific failures across different subsystems.", + "summary": "This cluster is a grab bag of unrelated Transformers issues across model loading, imports, generation, pipelines, configs, and training. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; issue:41950 is the broadest open item, but it does not represent the cluster as a true duplicate target.", + "best_issue_reason": "issue:44964 is the strongest standalone report: a concrete, reproducible model-loading regression with a specific target and clear discussion, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but one is about trust_remote_code returning incomplete configs and the other is an unrecognized model/config.json issue; different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different symptoms: GLM-4.7 Flash unit-test loading vs Phi-4 multimodal load failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device test failure in GraniteSpeech is unrelated to the Phi-4 multimodal loading regression." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 model loading vs stale auto_mappings references to removed Sam3LiteText configs are unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to a trust_remote_code cache-path collision." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but stale num_return_sequences warnings and empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules/packages and different model areas." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local-model cache-path collisions." + }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different problems: saving dequantized Ministral/Devstral vs FlashAttention import failure for Ministral-3." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is FlashAttention inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not updating decoder.embed_tokens are different model API bugs." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; unrelated code paths." + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "GenerationMixin cache missing during chunked prefill vs ANSI codes in loading_report; unrelated issues." + "reason": "GenerationMixin cache missing during chunked_prefill has nothing to do with ANSI codes in loading_report." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Video-classification pipeline processor lookup vs notebook syntax error; not the same bug." + "reason": "Metric label truncation and auxiliary-loss normalization are distinct training/data bugs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Unrecognized model/config loading failure vs PIL backend requiring torchvision; different failure modes." + "reason": "Video-classification pipeline selecting image processors is unrelated to a notebook syntax error." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral-3 FlashAttention import error vs sink-less flash_attention AttributeError on s_aux=None; different code paths." + "reason": "Both touch FlashAttention, but one is a model-specific load/failure report and the other is an AttributeError on s_aux=None in sink-less models." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Metric label truncation vs auxiliary loss normalization; distinct training/evaluation bugs." + "reason": "Unrecognized model/config loading and PIL image processors requiring torchvision are different subsystems and bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in torch install extra vs generic dependency issue; not the same concrete problem." + "reason": "A missing TensorFlow backend in the torch extra is not the same as a generic dependency issue report." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD arguments ignored vs tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." + "reason": "Unused SGD optimizer args and tie_word_embeddings warning are unrelated configuration issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL Moe model loading regression vs Qwen3.5 save_pretrained checkpoint regression; different operations and paths." + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; unrelated." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss omission are different training behaviors." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary losses disabled when denoising off; different bugs." + "reason": "Notebook syntax error and _torch_extract_fbank_features failure are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mention return_all_scores vs unrecognized model/config loading error; unrelated." + "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized model/config issue." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Placeholder/data request issue vs FP8 inference failure on B200; unrelated." + "reason": "Both are missing import symbols, but they affect different optional dependencies and different model families." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "t5gemma resize_token_embeddings bug vs Whisper empty transcription failure after align_special_tokens; different models and code paths." + "reason": "Placeholder issue title and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config vs AutoModelForCausalLM not unwrapping text_config for multimodal Qwen; related broadly to loading, but not the same bug." + "reason": "Unrecognized model/config.json is different from AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Gemma 4 processor import regression from mistral_common vs missing import_utils symbol; unrelated import issues." + "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation failure do not share a concrete code path." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error vs embedding reinit after resize_token_embeddings; unrelated model/training behaviors." + "reason": "Trainer GPU broadcast TypeError and post_init reinitializing embeddings after resize are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default subconfigs on None vs Llama4Config missing pad_token_id; different config bugs." + "reason": "Phi4MultimodalConfig default subconfig initialization and missing pad_token_id on Llama4Config are different config bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load balancing loss when output_router_logits=False vs Gemma 4 mm_token_type_ids defaulting; distinct model issues." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs Sam3Video CUDA OOM; unrelated symptoms and components." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Blip2 dtype stays float32 vs Qwen3.5 save_pretrained regression; different code paths." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3VL loading failure vs Qwen3.5 visual encoder key regression in save_pretrained; different regressions." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs nonexistent image_utils import; both import issues but unrelated symbols/modules." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification pipeline processor lookup vs remote_code model breakage in recent versions; not the same issue." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency issue vs unreleased MIN_PEFT_VERSION bump; unrelated dependency problems." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both are tokenizer bugs, but different models and code paths." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video-classification pipeline processor lookup vs Gemma4 PLE device mismatch; unrelated." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer API regression in v4.57.5 vs Deepseek tokenizer output regression in v5; not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; unrelated documentation issues." + "reason": "Missing load-balancing loss when output_router_logits=False and mm_token_type_ids defaulting to zeros are different model-training issues." } ] }, @@ -10723,68 +10627,79 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", "issue:42994", - "issue:43065", + "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "issue:43577", "issue:43650", "issue:43653", - "issue:43723", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", "issue:44062", - "issue:44162", - "issue:44261", - "issue:44263", "issue:44279", "issue:44297", "issue:44351", - "issue:44361", "issue:44462", "issue:44466", "issue:44521", "issue:44617", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:44898", + "issue:44933", "issue:44987", + "issue:45020", "issue:45081", + "issue:45216", "issue:45276", "issue:45278", "issue:45325", - "issue:45397", + "issue:45357", "issue:45405", "issue:45542", "issue:45593", "issue:45600", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:44279|issue:45405", + "issue:41950|issue:45020", "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:43295|issue:44779", "issue:44016|issue:44062", - "issue:44683|issue:45542", + "issue:41950|issue:45823", "issue:43976|issue:45405", "issue:43299|issue:43854", + "issue:44683|issue:45542", "issue:43650|issue:46132", "issue:43976|issue:44987", "issue:44462|issue:45081", @@ -10795,236 +10710,201 @@ "issue:44466|issue:45276", "issue:44521|issue:45325", "issue:43441|issue:45834", - "issue:44623|issue:45397", "issue:42994|issue:43317", - "issue:43653|issue:45593", - "issue:44623|issue:44749", "issue:45600|issue:45712", - "issue:43065|issue:44898", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44016|issue:45823", - "issue:44671|issue:44779", - "issue:43723|issue:44162", - "issue:43441|issue:44683", - "issue:43901|issue:43994", - "issue:44297|issue:45397", - "issue:43450|issue:44617" + "issue:43653|issue:45593", + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "4f55040972b5c432da06c0b994bf4278787adfa122f42fc748621614877a01a5", + "prepared_review_unit_hash": "019e5f920d78c987ca6548dd3a42206c35fb56d1ff8497877b31d9c4eb8dcc5f", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35872, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are rejected; the items share broad subsystem labels but not the same concrete bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue is safe: the cluster mixes unrelated bug reports across tokenizers, model loading, serialization, CI, and docs.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues: tokenizer/load regressions, multimodal processor bugs, quantization/save/load problems, import/export breakages, docs, and CI cleanup. There are a few loose tokenizer/import similarities, but no clear duplicate core across the set.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44462 is the broadest and most representative of the tokenizer-loading regressions in this set, but the overall cluster is too mixed for a strong canonical duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to keep one, issue 43723 is the broadest user-facing tokenizer-loading regression and the closest representative of the cluster.", + "best_issue_reason": "issue:44462 has the clearest generalizable symptom around AutoTokenizer / repository tokenizer resolution, making it the best single issue to anchor the tokenizer-related subset.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but 44351 is a missing HybridCache import and 45278 is a broad post-upgrade import breakage; not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error vs. AddedToken TypeError; unrelated failures." - }, - { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Compiled flex_attention regression vs. TensorFlow backend initialization issue; different code paths." + "reason": "Different models and code paths: BLIP-2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Python compatibility problem vs. unreleased PEFT dependency bump; unrelated." + "reason": "Unrelated failures: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." }, { "left": "issue:43299", - "right": "issue:43854", + "right": "issue:45357", "accept": false, - "reason": "Different model-loading failures with different models and likely different root causes." + "reason": "Both are Qwen-related, but one is a loading regression and the other is incorrect visual-encoder key serialization." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "No shared bug; one is a vague data request, the other is an AttentionInterface behavior change." + "reason": "Both are import errors, but they involve different symbols and subsystems; not the same bug." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Version/Python compatibility vs. a specific model-loading regression; not the same issue." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate model-specific breakages." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other crashes in Mistral regex patching." + "reason": "Generic dependency complaint vs an unreleased PEFT minimum version bump; no shared code-path bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Generic environment/version issue vs. an unspecified dependency problem; too broad and different." + "reason": "Video-classification processor lookup bug vs remote_code loading regressions; too broad and not the same failure." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer save metadata mismatch vs. AutoTokenizer ignoring tokenizer.json; related area, different bug." + "reason": "A single missing import vs a broad wave of import errors after upgrade; related theme, but not one concrete bug." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Video processor shape bug vs. generic dependency issue; unrelated." + "reason": "Different docs problems for different APIs; no shared underlying issue." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer regex crash vs. list_repo_files revision forwarding; different subsystems." + "reason": "Processor.tokenizer API regression vs Deepseek tokenizer output regression; different symptoms and code paths." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Serialization of tied weights vs. resize_token_embeddings not propagating; both Gemma4-related but not the same defect." + "reason": "Notebook syntax error vs AddedToken keyword-argument TypeError; unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Multimodal assistant masks bug vs. Qwen2.5-VL temporal position scaling bug; different logic." + "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch in forward; different issues." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Model-specific FlashAttention failure vs. OCR long-input index error; unrelated." + "reason": "Python compatibility failure vs PEFT version pin issue; unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Missing processor save files vs. Gemma-4 Zero3 loading; different failure modes." + "reason": "Different models and different loading failures; not the same underlying bug." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Quantized model saving failure vs. dequantized offload loading failure; same broad area, different concrete problem." + "reason": "Torch flex_attention compatibility vs TensorBoard/TensorFlow backend installation error; unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary loss behavior; unrelated." + "reason": "One is a placeholder/unclear issue, the other is an AttentionInterface.register behavior change; no duplicate signal." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Processor save_pretrained files issue vs. performance regression after upgrade; not duplicates." + "reason": "Python support issue vs a model-loading regression for physical-intelligence/fast; different root causes." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Different cleanup/CI issues touching different stale references." + "reason": "Tokenizer repository resolution bug vs Mistral regex patch crash; same broad area, but different concrete code paths." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs. Perceiver resolution handling bug; unrelated." + "reason": "Python version compatibility vs dependency issue; not duplicates." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Different model internals: missing rms_norm_eps vs. torch.split return handling." + "reason": "Tokenizer config/class mismatch and AutoTokenizer ignoring tokenizer.json are related themes, but not clearly the same concrete bug." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs. D-FINE auxiliary-loss bug; unrelated." + "reason": "Video processor shape bug vs generic dependency issue; unrelated." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Notebook syntax error vs. Gemma4 device mismatch during forward; unrelated." + "reason": "Mistral tokenizer patch crash vs list_repo_files not forwarding revision; no shared bug." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs. Deepseek tokenizer regression; both v5 issues but different bugs." + "reason": "Serialization of tied lm_head weights vs Gemma4 resize_token_embeddings behavior; different model mechanics." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer-loading regression vs. ESM2 model breakage; too different to merge as duplicates." + "reason": "Assistant mask generation bug vs Qwen2.5-VL rope-index scaling bug; both multimodal, but distinct." }, { "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention failure in one model vs. compiled flex_attention failure on newer torch; different implementations and causes." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch vs. incorrect model/pipeline outputs; not the same bug." - }, - { - "left": "issue:44297", - "right": "issue:45397", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer save_pretrained metadata issue vs. Zero3 from_pretrained issue; unrelated." + "reason": "FlashAttention failure vs OCR long-input index error; unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Repeated multimodal-vs-video similarity only; still different underlying bugs." + "reason": "Quantized save failure vs dequantized model offload/load failure; not the same bug." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Video processor batching shape bug vs. Sam3Video OOM; no shared root cause." + "reason": "Stale auto-mapping references vs leftover dummy classes; both repo-maintenance issues, but separate fixes." } ] }, @@ -11040,303 +10920,302 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:16998", "issue:22355", - "issue:36246", "issue:41628", - "issue:41950", "issue:42491", - "issue:42757", - "issue:42886", + "issue:43065", "issue:43262", "issue:43299", - "issue:43352", + "issue:43441", + "issue:43450", "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:44220", "issue:44242", "issue:44246", + "issue:44261", + "issue:44263", "issue:44291", "issue:44295", + "issue:44297", "issue:44336", - "issue:44351", + "issue:44361", "issue:44373", "issue:44485", "issue:44496", "issue:44521", - "issue:44561", "issue:44589", - "issue:44749", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", "issue:44779", - "issue:44857", "issue:44871", - "issue:44964", - "issue:45081", - "issue:45250", - "issue:45292", + "issue:44898", "issue:45362", "issue:45397", "issue:45542", "issue:45593", - "issue:46132" + "issue:45823" ], "soft_pairs": [ - "issue:43525|issue:43881", - "issue:43901|issue:44246", - "issue:43525|issue:43643", - "issue:43784|issue:45542", - "issue:44188|issue:44336", - "issue:43262|issue:44521", - "issue:44016|issue:44291", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:44016|issue:44291", "issue:41628|issue:43976", + "issue:43262|issue:44521", "issue:43673|issue:43761", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:16998|issue:22355", - "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:44246|issue:44496", "issue:44242|issue:45593", + "issue:44295|issue:45397", "issue:44336|issue:44485", - "issue:44246|issue:44871", - "issue:41950|issue:44220", - "issue:43824|issue:43976", - "issue:43976|issue:44964", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:42886|issue:46132", - "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:44242|issue:44857", - "issue:45081|issue:45362", - "issue:43673|issue:44561", - "issue:43352|issue:45250" + "issue:44246|issue:44871" ], - "prepared_review_unit_hash": "604fe36a2d677784f4d7a65e76149a50d284569c22c9eea2052468339c462dbd", + "prepared_review_unit_hash": "b61a37138e0045222eb92febdc86754e2b13a744d98350b97b1fd2ca211b5710", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36637, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "soft_pair_count": 29, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly only superficially similar by title, but they describe different bugs, models, flags, or even different artifact types (docs, performance, import errors, model-specific regressions). I would reject all soft edges and not choose a canonical duplicate within this set.", - "confidence": 0.96, + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model-loading, tokenizer, attention-kernel, docs, and performance reports. No duplicate/merge-worthy issue pair stands out, so all soft edges are rejected.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different failure points; not the same underlying bug." + "reason": "Missing saved files during processor save is unrelated to gemma-4 zero3 from_pretrained loading failure." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "One is a documentation mismatch, the other is a startup/import performance report; unrelated issues." + "reason": "One is a missing config eps in MLA q_a_layernorm; the other is torch.split output handling in a different indexer path." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Both mention config-related loading problems, but one is a missing pad token field and the other is trust_remote_code losing fields; different code paths." + "reason": "Both are vision-model bugs, but they affect different models and code paths (Sam3PixelDecoder vs Perceiver resizing)." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Both are import-time failures involving missing symbols, but they stem from different optional dependencies and different modules." + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary-loss behavior when denoising is disabled." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI formatting in loading_report." + "reason": "Both mention v5 regressions, but one is CamemBERT masked-LM output and the other is Deepseek tokenizer behavior." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both touch chat templates for multimodal/audio flows, but one is a sampling-rate default bug and the other is zero assistant masks; different defects." + "reason": "Notebook syntax error is documentation content, not the Gemma4 device-mismatch runtime bug." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are completely different problems." + "reason": "Both involve attention kernels, but one is FlashAttention on Ministral-3 and the other is compiled flex_attention on torch>=2.9." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "These are unrelated: an AutoImageProcessor import error versus a Python-version compatibility regression." + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad predictions." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "One is a cache object missing during chunked prefill, the other is CLIPVisionModel not returning hidden states; different models and symptoms." + "reason": "AutoTokenizer loading failure and ESM2 model breakage are different failure modes in different subsystems." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "A float8 storage import error and a Qwen3.5 chat crash are unrelated failures." + "reason": "Missing pad_token_id in Llama4Config is not the same as glm-4v-9b loading failure." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Loading-report ANSI codes and a wrong docstring for position_ids are different documentation/formatting issues." + "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 from_pretrained." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "A docs inconsistency does not match an intermittent import-time slowdown." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "A position_ids buffer access bug and a gemma-4 zero3 from_pretrained issue are different loading/configuration problems." + "reason": "Batched video shape bug and CUDA OOM in Sam3Video are different problems." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a cross-version LoRA incompatibility and the other is a model-loading regression for Qwen3VL; not the same bug." + "reason": "Missing pad_token_id on one config is not the same as missing fields from trust_remote_code AutoConfig returns." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Import slowdown is unrelated to an unrecognized-model/config.json error." + "reason": "Importing sentence-transformers with missing nn differs from tensorboard/TensorFlow backend resolution." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Both concern missing losses under a flag, but they affect different models and different loss computations; not mergeable as one fix." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "ANSI code output and GLM-5 RoPE implementation are unrelated." + "reason": "Notebook syntax error is not the same as init_empty_weights passing an unexpected argument." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Import-time slowdown is unrelated to eos_token_id config inconsistency." + "reason": "Missing AutoImageProcessor import is unrelated to Python version support failure." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different preprocessing paths." + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant masks." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "A missing Qwen2_5_VL export and a Python version incompatibility are unrelated." + "reason": "Cache handling in GenerationMixin is unrelated to CLIPVisionModel hidden_states output." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both are version-sensitive regressions, but one is a Python support issue and the other is a specific multimodal model load failure." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are import errors, but they concern different packages and symbols with different causes." + "reason": "Terminal ANSI formatting and a wrong docstring for position_ids are not the same bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export/import issues." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx module error." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Both mention Qwen3 MoE regressions, but they describe different models and loading failures." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different subsystems." + "reason": "Import latency and unrecognized model/config issues are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "A position_ids buffer error is unrelated to the reported slowdown after upgrading transformers." + "reason": "Missing load-balancing loss in MoE is not the same as missing auxiliary losses in D-FINE." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "An auxiliary-loss omission and a float16 AMP CUDA crash are different bugs." + "reason": "Position_ids buffer read error is unrelated to gemma-4 zero3 loading." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "A Mistral tokenizer regex patch crash and a Qwen3.5 chat crash are unrelated." + "reason": "ANSI output handling has nothing to do with GLM-5 RoPE implementation." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Missing generation cache in chunked prefill is unrelated to the removal of is_torch_fx_available." + "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." } ] }, @@ -11352,302 +11231,289 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", - "issue:43475", "issue:43526", - "issue:43540", "issue:43596", - "issue:43653", + "issue:43673", + "issue:43824", "issue:43901", - "issue:43931", + "issue:43976", "issue:44162", + "issue:44220", + "issue:44242", "issue:44246", + "issue:44295", "issue:44336", - "issue:44368", - "issue:44466", - "issue:44479", - "issue:44483", + "issue:44351", "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", "issue:44877", - "issue:44977", + "issue:44964", "issue:44987", - "issue:44995", "issue:45003", + "issue:45081", "issue:45137", "issue:45200", + "issue:45250", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", - "issue:45397", "issue:45412", "issue:45459", "issue:45561", "issue:45563", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45656", "issue:45701", "issue:45759", - "issue:45987", - "issue:46082", "issue:46123", - "issue:46170", - "issue:46202" + "issue:46132" ], "soft_pairs": [ + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:45081|issue:45362", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:43526|issue:45003", - "issue:36246|issue:43596", "issue:44496|issue:45003", "issue:45412|issue:46123", "issue:43262|issue:44246", "issue:45292|issue:45584", + "issue:36246|issue:43596", "issue:43257|issue:45137", "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:44877|issue:45375", - "issue:43232|issue:44336", "issue:45561|issue:45563", + "issue:43232|issue:44336", "issue:44987|issue:45459", - "issue:43065|issue:43408", - "issue:44995|issue:45200", - "issue:45987|issue:46082", - "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:45397|issue:45656", - "issue:44479|issue:46170", - "issue:44483|issue:46202", - "issue:45137|issue:45600", - "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:44368|issue:45563", - "issue:44877|issue:46170", - "issue:43931|issue:44368" + "issue:43065|issue:43408" ], - "prepared_review_unit_hash": "fc0e5cc608f997c48b8ff986734e2c03d76151deaa6743e8377eae248e92452f", + "prepared_review_unit_hash": "cc3ad3f2769a257e65c1f9485a22e639736b363fc88df0071f922abcdae90b30", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36323, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives. The items span unrelated bugs across models, configs, generation, tokenization, DeepSpeed, docs, and CI, so there is no shared underlying duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and none of the soft pairs describe the same underlying defect.", + "summary": "Mostly heterogeneous issues with very weak duplication evidence. The only plausible duplicate family is the Qwen2.5-VL import/export failures; the rest are broad-theme matches but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43824 is the best tracker for the Qwen2.5-VL import/export regression; it is broader and more canonical than the narrower submodule import symptom in 36246.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue for dedupe; each item is a separate report, so choosing one representative would be arbitrary.", + "best_issue_reason": "43824 has the clearest bug report and the broadest impact among the import-error issues, so it is the best single issue to keep.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Different models and failures: ESM2 breakage vs Gemma 4 text-only mm_token_type_ids defaulting." + "reason": "Import/export failure for Qwen2.5-VL is unrelated to Python-version compatibility in Transformers 5.1." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Docs mismatch vs core import/runtime bug; no shared code-path defect." + "reason": "Video-classification processor selection and audio fbank extraction are different code paths and different modalities." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + "reason": "Python support breakage and Phi-4 multimodal load failure are separate problems." }, { "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Qwen2.5-VL import error and BertModel ZeRO3 index error are distinct problems." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different loading issues." - }, - { - "left": "issue:45412", - "right": "issue:46123", + "right": "issue:42757", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch bug are unrelated." + "reason": "Missing Qwen2.5-VL image-processor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + "reason": "These concern different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "resize_token_embeddings/output_embeddings mismatch is not the same as Whisper empty-transcription failure." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Qwen3 MOE weight conversion and ZeRO3 empty-deque crash are different failure modes." + "reason": "DeepSeek tokenization regression and resize_token_embeddings not updating output embeddings are different failures." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "Embedding resize bug and tokenization changes are not the same defect." + "reason": "Mistral tokenizer regex patch crash and Qwen3.5 chat crash affect different models and code paths." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Missing deepstack_visual_indexes and text_config unwrapping are distinct Qwen multimodal config issues." + "reason": "Missing load-balancing loss with router logits off is unrelated to the LW-DETR float16 AMP crash." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Granite speech strict-config rejection is unrelated to Qwen3.5 MoeVision field loss." + "reason": "Generation cache handling and removal of is_torch_fx_available are separate generation/runtime regressions." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Generation kwargs update after sync_gpus and ANSI logging output are unrelated." + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "pytest-xdist file race and stale generate warning are different testing/generation bugs." + "reason": "Position_ids buffer access and a tokenization slowdown after upgrade are different problems." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Model load failure and tokenizer protobuf exception handling are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults do not share the same failure mode." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "SAM3 dummy Conv2d and sam3_video/sam3_tracker warning mismatch are not the same bug." + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "GlmMoeDsa stale cache and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "BeitImageProcessorFast reduce_labels and modeling_utils sys.modules access are unrelated bugs." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "StaticCache return type bug and LlamaConfig head_dim validation are different issues." + "reason": "Strict config loading for Olmo-Hybrid and sys.modules access are different issues." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video encoder output and Qwen3OmniMoe video ValueError are distinct." + "reason": "RT-DETR memory release and MaskGenerationPipeline final-batch handling are not the same code path." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "lm_head serialization inconsistency and t5gemma embedding resize propagation are different tied-weight bugs." + "reason": "Audio chat-template sampling-rate defaults and MoE router loss computation are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "gemma-4 ZeRO3 loading and double optimizer.step with deepspeed are separate DeepSpeed issues." + "reason": "Embedding resize not propagating and Whisper empty-transcription handling are different bugs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Video regression in Qwen variants and Windows ROCm torch.distributed dependency are unrelated." + "reason": "Qwen2.5-VL image-processor import failure and a DeepSpeed ZeRO3/BertModel index error are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different API/model bugs." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a Zero3 deque underflow are different failure modes." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Empty-deque ZeRO3 crash and stale Sam3LiteText auto_mappings references are unrelated." + "reason": "A resize_token_embeddings bug is not the same as a broad tokenization change across versions." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and failing to unwrap text_config are separate Qwen multimodal config issues." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "GlmMoeDsa cache issue and flash_attention s_aux=None crash are different code paths." + "reason": "Granite speech strict-config loading and Qwen3_5MoeVisionConfig field loss are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Tie-word-embeddings warning and flash-attention generation failure are not the same defect." + "reason": "pytest-xdist file races and a stale num_return_sequences warning are not the same bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Qwen3.5 tie_word_embeddings warning and stale num_return_sequences warning are unrelated." + "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Granite speech strict-config loading and Windows ROCm import/type error are different failures." + "reason": "Model loading failure in transformers>=5.1.0 and masked tokenizer decode errors are different issues." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warning are distinct issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 configuration problems." } ] }, @@ -11663,65 +11529,80 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", "issue:42886", "issue:42994", - "issue:43232", "issue:43475", "issue:43482", - "issue:43525", - "issue:43643", + "issue:43540", "issue:43646", + "issue:43653", "issue:43673", "issue:43701", "issue:43827", - "issue:44038", + "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:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44871", - "issue:44933", + "issue:44877", + "issue:44977", + "issue:44995", "issue:45003", - "issue:45092", + "issue:45137", + "issue:45200", "issue:45229", "issue:45230", - "issue:45310", + "issue:45335", "issue:45356", - "issue:45375", - "issue:45381", "issue:45397", - "issue:45478", "issue:45561", + "issue:45563", "issue:45584", + "issue:45588", + "issue:45600", "issue:45656", - "issue:46077", - "issue:46123", + "issue:45987", + "issue:46082", "issue:46132", "issue:46170", "issue:46202" ], "soft_pairs": [ - "issue:43673|issue:44734", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:45137|issue:45600", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:43931|issue:44368", "issue:44060|issue:44077", "issue:45003|issue:45561", "issue:45584|issue:46170", @@ -11729,239 +11610,236 @@ "issue:44361|issue:44749", "issue:44869|issue:45356", "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:43701|issue:44749", "issue:43673|issue:43827", + "issue:44749|issue:45656", "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43701|issue:44749", "issue:44188|issue:46202", - "issue:45230|issue:45397", - "issue:44038|issue:44623", - "issue:43475|issue:45381", "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:28282|issue:30990", - "issue:43232|issue:43673", - "issue:42371|issue:45092", - "issue:41628|issue:44933", - "issue:43475|issue:44661", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:46077|issue:46123", - "issue:45310|issue:45375" + "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "b66be63b45e209a5a2d52419d0bd8a1588d6b8fd61b724cb98f402c86ca7430f", + "prepared_review_unit_hash": "598292b9ed23fadf1dcb4b084d1457d74ba28311920304a5edcddf02013bfef6", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35550, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are false positives: they share Transformers/model-loading vocabulary but describe different bugs. The only likely duplicate is the Qwen3.5-Moe from_pretrained regression pair.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the only likely duplicate pair, explicitly identifying the missing `deepstack_visual_indexes` field that likely drives the broader Qwen3.5-Moe from_pretrained failure reported in issue:45478.", + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly share broad themes like tokenization, video, cache, or save/load, but they do not describe the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across tokenizers, multimodal models, cache handling, config validation, distributed training, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best representative issue here because it is concrete, actionable, and narrows the failure to a specific config field rather than the broader symptom.", + "best_issue_reason": "No issue is a strong global representative because there are no accepted duplicates and the cluster is not centered on one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45987 \u2014 StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract", + "right": "issue:46082 \u2014 LlamaConfig rejects explicit head_dim when hidden_size is not divisible by num_attention_heads", "accept": false, - "reason": "Both are generation/runtime bugs, but one is chunked prefill cache plumbing and the other is /v1/responses KV-cache indexing; different code paths." + "reason": "Cache return-type bug vs config validation bug; different code paths and symptoms." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", + "right": "issue:45200 \u2014 [Gemma 4] mm_token_type_ids required for text-only fine-tuning - should default to zeros", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + "reason": "Different models and failures: stale cache on second forward pass vs missing default token-type IDs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44466 \u2014 inconsistent serialization of lm_head.weight depending on model device", + "right": "issue:45335 \u2014 resize_token_embeddings does not effect to decoder.embed_tokens", "accept": false, - "reason": "Different models and bugs: tied-weights warning vs optional post_init policy change." + "reason": "Both involve weights, but one is serialization/device-dependent and the other is embedding resize propagation." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43475 \u2014 Sam3VisionEncoderOutput object has no attribute 'fpn_position_embeddings'", + "right": "issue:43540 \u2014 ValueError when processing video inputs in Qwen3OmniMoe", "accept": false, - "reason": "`sys.modules[]` access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." + "reason": "Both are video-related, but one is a missing attribute in SAM 3 video output and the other is a Qwen3OmniMoe input-processing ValueError." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44479 \u2014 v5.3.0 video input regression for qwen2_5_vl, qwen3_vl, qwen3_5, and qwen3_5_moe", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", "accept": false, - "reason": "Whisper empty-transcription generation and Windows/ROCm torch.distributed import issues do not share the same code path." + "reason": "Completely different regression classes: video-input handling vs Windows/ROCm import dependency issues." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer class metadata and the other is missing processor files; different artifacts and root causes." + "reason": "Different DeepSpeed problems: model loading with ZeRO3 vs duplicated optimizer stepping during training." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44483 \u2014 [Critical v5.3] /v1/chat/completions would not accept request as usual", + "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to the reported throughput regression after upgrading Transformers." + "reason": "API request rejection vs tokenizer/pipeline roundtrip failure; not the same underlying defect." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43653 \u2014 BigBirdTokenizer mask token not registered as special token, gives empty decode output", + "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are separate model-specific tokenizer bugs." + "reason": "Tokenizer special-token registration bug vs a broader ESM2 regression; no shared concrete failure path." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45137 \u2014 IndexError: pop from an empty deque with DeepSpeed ZeRO3", + "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs, breaking CI", "accept": false, - "reason": "Both are broad breakages, but one is custom model initialization in v5 and the other is ESM2-specific breakage; not the same bug." + "reason": "DeepSpeed runtime exception vs stale auto-mapping references in CI." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", + "right": "issue:45588 \u2014 integrations/flash_attention.py crashes with AttributeError on s_aux=None for sink-less models", "accept": false, - "reason": "Missing processor save files and double optimizer step under deepspeed are unrelated." + "reason": "A stale cache bug on repeated forward pass vs a flash-attention AttributeError on missing sink metadata." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", "accept": false, - "reason": "Chinese filtering slowdown after upgrade is not the same as the deepspeed double-step optimizer bug." + "reason": "One is a warning about tied embeddings; the other is a generation regression with flash-attention." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "right": "issue:45563 \u2014 Paged generate() emits a stale warning for num_return_sequences", "accept": false, - "reason": "Checkpoint resume key mismatch and filtering slowdown are different failure modes." + "reason": "Both are warnings, but they concern unrelated settings and different code paths." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44877 \u2014 Strict config prevents loading granite_speech config", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", "accept": false, - "reason": "Generation cache missing in v5 and docs still referencing removed pipelines are unrelated." + "reason": "Config-loading strictness vs platform-specific import/dependency failure." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:42886 \u2014 Tokenizer fails to load from cache when HF_HUB_OFFLINE=1 on 4.57.3", + "right": "issue:45229 \u2014 Gemma4 31B-IT Multi-GPU inference CUDA OOM", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Offline cache-loading failure vs multi-GPU OOM; unrelated runtime issues." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", + "right": "issue:44734 \u2014 transformers serve: /v1/responses crashes on KV cache continuation due to wrong tensor indexing", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are different bugs." + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is a server-side indexing crash during continuation." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43931 \u2014 Model loading error: weight shapes mismatch of Qwen3-VL-30B-A3B-Instruct", + "right": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", "accept": false, - "reason": "Generic bug report versus Gemma-4 zero3 from_pretrained failure; no shared concrete code path." + "reason": "Shape-mismatch load failure vs tied-weights warning; different models and different failure modes." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44060 \u2014 Qwen3-Next: Incorrect tied weights warning ties embed_tokens.weight to linear_attn.dt_bias across all layers", + "right": "issue:44077 \u2014 patchtsmixer has optional post_init, should no longer be allowed", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are unrelated." + "reason": "Both are model/config concerns, but one is a tied-weights warning and the other is a post_init API policy issue." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45003 \u2014 modeling_utils unsafely accesses sys.modules[]", + "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt in patched testing utils", "accept": false, - "reason": "Different vision/video model bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + "reason": "Different subsystems: unsafe module lookup vs xdist file race in testing utilities." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45584 \u2014 Whisper generation fails on empty transcription after align_special_tokens", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load problems." + "reason": "Whisper generation/token alignment bug vs a Windows ROCm import dependency issue." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44297 \u2014 tokenizer.save_pretrained: tokenizer_class in tokenizer_config.json doesn't match the original", + "right": "issue:44623 \u2014 processor.save_pretrained(...) missing files", "accept": false, - "reason": "SAM3 video output attribute error and missing fields from trust_remote_code config loading are different issues." + "reason": "Both involve saving artifacts, but one is tokenizer class metadata mismatch and the other is processor file omission." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44361 \u2014 MLukeTokenizer fails with AttributeError on tasks", + "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are unrelated." + "reason": "Tokenizer AttributeError vs a performance regression in data filtering; not the same bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44869 \u2014 Whisper word timestamp decode crashes on trailing replacement character at end of decoded token stream", + "right": "issue:45356 \u2014 Regression in Kimi-K2.5 tokenizer from 5.3.0 to 5.4.0: incorrect codec handling and misleading fix_mistral_regex warning", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are different generation bugs." + "reason": "Both are tokenizer/decoding problems, but they affect different models with different decoding logic." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", + "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", "accept": false, - "reason": "TF32 settings API warning is unrelated to remote-code checkpoints breaking under meta initialization." + "reason": "Generic custom-init breakage vs a specific ESM2 regression; too different to be the same underlying issue." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", + "right": "issue:43827 \u2014 Summarization/Translation docs still reference pipeline() after v5 pipeline removals", "accept": false, - "reason": "Both are import-related, but they concern different symbols/modules and do not indicate the same missing export." + "reason": "Runtime cache bug vs documentation still referencing removed pipeline APIs." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", "accept": false, - "reason": "SAM3 video output shape/attribute bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Performance regression in filtering vs duplicated optimizer steps in training." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44871 \u2014 [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]", + "right": "issue:46132 \u2014 AttentionInterface.register changes behavior of registered function", "accept": false, - "reason": "Quantized model saving and missing Llama4Config.pad_token_id are separate regressions." + "reason": "EOS-token configuration inconsistency vs function registration behavior change." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both report the same Qwen3.5-Moe from_pretrained failure on Transformers 5.4.x; 45375 pinpoints the likely root cause in a missing config field." + "left": "issue:44623 \u2014 processor.save_pretrained(...) missing files", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "accept": false, + "reason": "Artifact-saving bug vs optimizer-step duplication; unrelated." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43701 \u2014 resume_from_checkpoint key mismatch", + "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", "accept": false, - "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline partial-batch dropping are unrelated pipeline bugs." + "reason": "Checkpoint key mismatch vs data filtering slowdown; different functionality." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44188 \u2014 Diverging attention kernels due to allow_is_bidirectional_skip branching on torch.compile", + "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", "accept": false, - "reason": "Qwen3.5-Moe from_pretrained error and a specific missing config field report are related in theme, but the titles point to different concrete failures and versions; not enough to merge." + "reason": "Attention-kernel divergence under torch.compile vs Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:42994 \u2014 quantized model saving failed", + "right": "issue:43482 \u2014 Qwen2.5-GGUF loading failed with transformers v5", + "accept": false, + "reason": "Saving quantized models vs loading GGUF models; different directions and causes." + }, + { + "left": "issue:45230 \u2014 Bug report", + "right": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", + "accept": false, + "reason": "Generic, underspecified report vs a concrete Gemma-4 ZeRO3 loading bug; not duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is well supported by the matching Qwen3.5-Moe from_pretrained regression titles, and the other verdicts avoid overclaiming duplicates based on weak thematic similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11970,320 +11848,319 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", - "issue:33290", "issue:35141", "issue:36010", "issue:41628", "issue:42175", - "issue:42222", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", - "issue:43065", "issue:43232", "issue:43278", "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", "issue:43704", - "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", "issue:43901", "issue:44038", - "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44373", "issue:44496", "issue:44568", "issue:44623", - "issue:44779", + "issue:44661", "issue:44792", + "issue:44933", "issue:44964", "issue:45081", "issue:45092", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", - "issue:45356", + "issue:45375", + "issue:45381", "issue:45406", + "issue:45478", "issue:45561", "issue:45600", "issue:45712", - "issue:45812", + "issue:46077", "issue:46123", "issue:46202" ], "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", "issue:45081|issue:45103", "issue:45406|issue:46202", "issue:42673|issue:43704", "issue:41628|issue:44351", "issue:44964|issue:45137", - "issue:44222|issue:45310", "issue:42994|issue:43824", + "issue:44222|issue:45310", "issue:42831|issue:44222", - "issue:44038|issue:45310", "issue:36010|issue:41628", + "issue:44038|issue:45310", "issue:42175|issue:45712", "issue:44496|issue:45561", "issue:43377|issue:44242", "issue:45561|issue:45600", - "issue:43232|issue:44792", "issue:42898|issue:44568", "issue:43901|issue:45561", + "issue:43232|issue:44792", "issue:30990|issue:35141", - "issue:42222|issue:45200", - "issue:43278|issue:45137", - "issue:44623|issue:45310", - "issue:44188|issue:44373", - "issue:43065|issue:46123", - "issue:30333|issue:33290", - "issue:43232|issue:44188", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:42898|issue:45356" + "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "f4a7d879a3d3cd79a1d471c0423ffcacb9977cbf082020b0e5a3b7ea6aa46469", + "prepared_review_unit_hash": "da59a3d9665acfbf7bd67ba6e7c73b421058517d2b56de57ed64541d32c26af4", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct issue reports. The Qwen3 VRAM-leak pair is only a strong near-match, not a deterministic duplicate, so it should be treated conservatively as related rather than identical.", - "confidence": 0.72, - "canonical_issue_reason": "#42673 is the better representative because it is the earlier and fuller Qwen3 VRAM-leak report; however, the packet does not support treating #43704 as an exact duplicate.", + "summary": "Mostly unrelated issues; only two clear duplicate pairs stand out: 42673/43704 and 45310/45478. The rest are same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue for the whole batch; the clearest duplicate group is 42673/43704, and 42673 is the better anchor because it is the original, more discussed report.", "canonical_pr_reason": null, - "best_issue_reason": "#42673 is the strongest issue representative in the cluster because it has the most complete description of the shared Qwen3 VRAM-leak symptom.", + "best_issue_reason": "42673 is the strongest representative issue here: it states a specific reproducible bug, and 43704 is an exact duplicate follow-up of the same VRAM leak report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failure modes: PyTorch missing import vs sentence-transformer loading hang." + }, + { + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Both are AttributeError crashes, but they affect different code paths: tokenizer regex patching vs auto-docstring kwargs processing." + "reason": "Both involve remote-code/model loading, but they describe different bugs and different failing objects." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Both involve Gemma-related behavior, but one is a processor/_tokenizer crash and the other is a tokenizer roundtrip failure on a specific character." + "reason": "Different models and different symptoms: missing attribute on Sam3 vision output vs wrong vision_position_ids in Qwen2.5-VL video input." }, { - "left": "issue:42673", - "right": "issue:43704", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "These are very similar Qwen3 VRAM-leak reports, but the evidence is not strong enough to call them an exact duplicate under the packet's conservative signal." + "reason": "Qwen3-VL-Moe loading bug vs missing files from processor.save_pretrained; not the same code-path problem." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both are import errors from transformers, but they concern different symbols and different breakages." + "reason": "TF32 settings issue and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Different failures: multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache availability." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is a from_pretrained loading error; not the same bug." + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "A quantized save failure and an import error for a Qwen VL class are unrelated." + "reason": "Different bugs: missing vision output attribute vs add-new-model-like failure in tokenizer mapping handling." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure." + "reason": "Related model family, but one is a missing config field and the other is a from_pretrained error; not enough evidence they are the same bug." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Both are Qwen MoE-related, but one is a broad v5 compatibility report and the other is a specific from_pretrained error." + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config are different issues." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Attention-mask construction bug vs final-partial-batch bookkeeping bug; different behavior and code path." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Backend dependency packaging problem vs leftover dummy class cleanup; not the same underlying bug." + "reason": "Same model family, but one is a generic from_pretrained failure and the other is a specific config-field omission; not clearly the same underlying defect." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Unrecognized model/config error is unrelated to the pytest-xdist captured file race." + "reason": "Tokenizer regex patch crash and auto-docstring annotations crash are unrelated." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model behavior." + "reason": "Gemma4 processor attribute error vs Gemma pipeline token roundtrip failure; different concrete bugs." }, { - "left": "issue:45561", - "right": "issue:45600", - "accept": false, - "reason": "Test-worker file race and stale auto_mappings references are different CI issues." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs update bug vs a janus image-generation test failure; not the same issue." + "reason": "Both are import-related, but different missing names with no evidence of a shared root cause." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Model-loading failure and DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline vs a pytest-xdist file race." + "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import are different issues." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to token embedding reinitialization during resize." + "reason": "FP8 save_pretrained/moe issue and Qwen3.5-Moe from_pretrained error are different concrete problems." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Different model families and failures: vitpose breakage vs Gemma 4 token-type defaults." + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failing for moe models." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Training/eval dtype regression is unrelated to the DeepSpeed deque error." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:44623", + "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error are different code paths." + "reason": "Different model variants and different failure types; not the same bug." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to a position_ids docstring issue." + "reason": "One is backend dependency packaging, the other is leftover dummy classes in pt stubs; same area but different defects." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline batch-finalization logic." + "reason": "Unrecognized model/config issue vs xdist file race; unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "MLFlow status reporting failure and DeepSpeed adafactor OOM are different training issues." + "reason": "MIMI padding-mask discrepancy and router-logits load-balancing loss omission are different model bugs." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Both touch generation/attention behavior, but one is generation kwarg syncing and the other is attention-kernel branching under compile." + "reason": "Test-xdist file race and auto_mappings cleanup are unrelated." }, { "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." - }, - { - "left": "issue:43784", - "right": "issue:43824", + "right": "issue:44568", "accept": false, - "reason": "Different import failures involving different symbols and model families." + "reason": "Both are tokenizer behavior changes in v5, but they concern different tokenization behaviors and likely different fixes." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." + "reason": "Docs mismatch for text-classification pipeline vs xdist race; unrelated." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both are v5 tokenizer regressions, but the symptoms differ: cleanup_spaces vs DeepSeek tokenization correctness." + "reason": "Generation kwargs update bug and Janus image-generation test failure are not the same issue." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Different multimodal issues: missing image-patch method vs remote-code checkpoint/meta-init incompatibility." + "reason": "Loading hang vs embedding reinitialization after resize are different bugs." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both mention tokenizer regression/warnings, but Kimi-K2.5 codec handling is a distinct bug from clean_up_tokenization_spaces behavior." + "reason": "Embedding dtype drift in evaluate vs ZeRO3 deque error are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is not conservative enough for the packet. In particular, the Qwen3 pair (#42673 / #43704) is marked as an accepted duplicate in the analyst output, but the packet\u2019s `soft_pairs` lists `deterministic_accept: false` for that pair. So calling it an \"exact duplicate\" overstates the evidence. The rest of the pair rejections look cautious, but this one soft-edge verdict is too strong to accept." + "accept": true, + "feedback": "The batch summary is grounded in the packet and stays conservative. The accepted duplicate pair 42673/43704 is clearly supported by the identical titles, and the additional 45310/45478 duplicate callout is also justified by the matching title and bug description. The false soft-edge verdicts mostly hedge appropriately with \u2018different bug\u2019 / \u2018not enough evidence\u2019 language, so I don\u2019t see evidence overstatement here." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12292,317 +12169,330 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:28282", "issue:30333", + "issue:33290", "issue:34689", - "issue:35141", "issue:36331", - "issue:41628", "issue:42175", - "issue:42757", + "issue:42222", "issue:42831", "issue:42898", - "issue:43122", + "issue:43065", "issue:43232", "issue:43479", "issue:43723", - "issue:43873", + "issue:43784", + "issue:43824", + "issue:43874", "issue:43976", "issue:44016", "issue:44060", "issue:44075", "issue:44079", + "issue:44188", "issue:44190", - "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", + "issue:44373", "issue:44448", + "issue:44568", "issue:44623", "issue:44734", + "issue:44779", "issue:44869", "issue:44933", - "issue:44945", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45200", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", + "issue:45812", "issue:46082", + "issue:46123", "issue:46132", - "issue:46209", "issue:46231" ], "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", - "issue:44295|issue:45656", "issue:42898|issue:44448", "issue:44060|issue:45125", + "issue:44295|issue:45656", "issue:45405|issue:45712", "issue:42175|issue:44933", "issue:44448|issue:46132", "issue:44222|issue:44297", "issue:44933|issue:45712", "issue:43479|issue:44079", - "issue:44297|issue:45656", "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", "issue:44222|issue:44623", "issue:42831|issue:44623", - "issue:30333|issue:34689", "issue:45245|issue:46132", - "issue:30333|issue:36331", - "issue:43479|issue:44869", - "issue:30333|issue:35141", - "issue:28282|issue:30333", "issue:44190|issue:46082", - "issue:45071|issue:46082", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44206|issue:45103", - "issue:43723|issue:44977", - "issue:43122|issue:46209", - "issue:44263|issue:45092", - "issue:43232|issue:45834", - "issue:43873|issue:44945", - "issue:44295|issue:44623" + "issue:30333|issue:36331", + "issue:43479|issue:44869" ], - "prepared_review_unit_hash": "386e09ec07ce4b766e42eb9771df6b8f1da76d8d5181b7cc2cddbeb6d2e1ba90", + "prepared_review_unit_hash": "c6970323265acd870ff0c7fcd74f737b0fe9d52444b599ac0504e7f2a8ae3f69", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36803, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "serialized_chars": 37661, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one clear duplicate pair around Qwen3.5 MoE tensor-parallel loading. The rest are broad-similarity false positives across unrelated bugs, docs, packaging, and model-family regressions.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45125 is the best canonical issue for the one real duplicate pair: it states the concrete root cause (`_tp_plan` missing) rather than just the higher-level from_pretrained failure seen in issue:45310.", + "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly unrelated Transformers bugs across different subsystems. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the strongest representative issue overall because it is the most specific, actionable root-cause report in the only accepted duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Different areas: serve/KV-cache indexing crash vs auto_docstring annotation parsing crash." + "reason": "Different models and failures: broken ViTPose model files vs Gemma 4 multimodal token-type defaults." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Notebook syntax error and a documentation parameter-name mismatch are unrelated bugs." + "reason": "Different code paths: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "SGD optimizer arguments not being used is unrelated to a docs typo about set_training()." + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Position_ids buffer reading error and double optimizer-step under deepspeed are different code paths." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline partial-batch handling." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both mention v5 behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output differences; not clearly the same bug." + "reason": "MLflow reporting on failed training jobs is unrelated to a deepspeed Adafactor OOM." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Different model families and failures: tied-weights warning bug vs missing tensor-parallel plan." + "reason": "Generation kwarg update after sync_gpus is a different bug from attention-kernel branching under compile." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "PEFT version bump complaint is unrelated to leftover dummy PT classes leaking into dir(transformers)." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Packaging/backend install issue and a missing import from image_utils are different problems." + "reason": "Import failure in sentence-transformers from missing nn is unrelated to missing Qwen2.5-VL export." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." + "reason": "General AutoTokenizer loading issues are not the same as mDeBERTa special-token insertion behavior." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata." + "reason": "Different tokenizer/model regressions: clean_up_tokenization_spaces vs DeepSeek incorrect outputs." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Missing import from image_utils is not the same as stale dummy classes in dummy_pt_objects.py." + "reason": "Different tokenizer regressions affecting different models and failure modes." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are different None-handling bugs." + "reason": "Missing image-patch helper in GLM46V processor is unrelated to InternVL2 meta-init incompatibility." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Python-version compatibility regression is unrelated to the image_utils import issue." + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are different classes of issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to a documentation typo in set_training()." + }, + { + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Different save_pretrained surfaces: FP8 model export vs processor artifact omissions." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to Pegasus output differences between v4 and v5." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained()." + "reason": "Qwen3-Next tied-weights warning is unrelated to missing _tp_plan on Qwen3_5MoeForConditionalGeneration." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "MLFlow reporting on failed training jobs and Llama 3.2 model loading are unrelated." + "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step twice." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface.register behavior are not the same bug." + "reason": "A version pin bump to unreleased PEFT is unrelated to leftover dummy PT classes." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Training-job reporting and compute_loss signature breakage are different trainer issues." + "reason": "Backend dependency selection is unrelated to a nonexistent import from image_utils." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Multimodal config default initialization and Whisper word-timestamp decode crash are unrelated." + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "MLFlow reporting and embedding reinitialization after resize are separate problems." + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata; not the same bug." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "PyTorch import missing and failed MLFlow reporting are entirely unrelated." + "reason": "Missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different issues." + "reason": "Config default initialization with None is a different problem than ModelOutput key assignment when prior values are None." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Generic PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + "reason": "Python version compatibility is unrelated to an image_utils import issue." }, { "left": "issue:44297", - "right": "issue:45310", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading failure." + "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping under DeepSpeed." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Missing symbols from transformers and huggingface_hub are separate dependency/API issues." + "reason": "MLflow reporting on training failures is unrelated to Llama 3.2 vision model loading breakage." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Feature-extractor arg regression and auto_docstring future-annotations crash are unrelated." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and different artifacts." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "FP8 accuracy degradation is unrelated to processor save_pretrained file omissions." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "torch.split return-value issue in a MoE indexer is not the same as remote-code checkpoint meta-init incompatibility." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs update ordering and Kosmos2.5 long OCR indexing error are different code paths." + "reason": "Pegasus output regression is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Quantization offloading and pipeline-parallelism output corruption are unrelated." + "reason": "Repeated pair: same conclusion, different save_pretrained surfaces and not one underlying bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Position_ids buffer read failure is not the same as missing processor save_pretrained files." + "reason": "Multimodal config default handling is unrelated to Whisper word timestamp decode crashing on trailing replacement characters." } ] }, @@ -12618,289 +12508,302 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:22355", "issue:28282", + "issue:30333", "issue:30990", + "issue:35141", "issue:38175", - "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", + "issue:43122", + "issue:43232", "issue:43479", - "issue:43576", "issue:43644", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", - "issue:44038", - "issue:44117", + "issue:43873", + "issue:44206", "issue:44222", "issue:44261", "issue:44263", + "issue:44295", + "issue:44297", "issue:44360", "issue:44373", - "issue:44464", "issue:44483", "issue:44484", "issue:44485", "issue:44514", - "issue:44568", - "issue:44704", + "issue:44623", "issue:44829", "issue:44871", "issue:44913", "issue:44945", + "issue:44977", + "issue:45071", "issue:45092", "issue:45103", - "issue:45278", "issue:45310", "issue:45357", "issue:45406", - "issue:45753", + "issue:45834", "issue:46002", "issue:46050", - "issue:46082" + "issue:46082", + "issue:46209" ], "soft_pairs": [ + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945", + "issue:43232|issue:45834", "issue:44373|issue:44485", "issue:44222|issue:44484", "issue:43479|issue:43644", + "issue:44295|issue:44623", "issue:44483|issue:45406", "issue:43761|issue:46082", "issue:45092|issue:45357", "issue:43723|issue:44871", "issue:44263|issue:44360", - "issue:44261|issue:45092", "issue:30990|issue:38175", + "issue:44261|issue:45092", "issue:42907|issue:46050", "issue:44514|issue:45103", "issue:44829|issue:46002", - "issue:42831|issue:45310", "issue:43479|issue:44913", + "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:22355|issue:28282", - "issue:41628|issue:43824", - "issue:42831|issue:44038", - "issue:39401|issue:44568", - "issue:44945|issue:45753", - "issue:42886|issue:43066", - "issue:42886|issue:42994", - "issue:42757|issue:45278", - "issue:44464|issue:46082", - "issue:44117|issue:44704", - "issue:43576|issue:43784", - "issue:42371|issue:44263" + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "5e8ab4979a536e171f785fe05bc27d4ac5db8e1f55375923d7b5f11a2d767db2", + "prepared_review_unit_hash": "fd52023b3ffd15897a35501f368fba476bcfc664077c8512856c2fd23b7aff00", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35729, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers v5 regressions and import/model/config issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: import errors, tokenizer/model save-load regressions, generation bugs, and unrelated infra/model-specific issues. I found no pair that clearly reflects the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped issue in the set, but the cluster as a whole does not appear to center on a single duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative of the recurring v5 import-regression theme, but it is still only a partial fit for the overall heterogeneous cluster.", + "best_issue_reason": "issue:43873 has the strongest discussion/inbound-ref signal and is the best available anchor, though it is not a true thematic match for most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "One is a docstring mistake for position_ids; the other is a GLM-5 RoPE implementation discussion. Different problem types." + "reason": "One is a missing PyTorch import, the other is MLflow reporting after failed training; unrelated failure modes." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Both mention save_pretrained, but one is an FP8/moe saving bug and the other is a question about max_shard_size." + "reason": "Training-job reporting and embedding resize initialization are different code paths and bugs." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Phi4MultimodalConfig defaulting bug and non-persistent buffer junk are unrelated code paths." + "reason": "Type-checking regressions and Llama head_dim validation are not the same issue." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor serve crash are different failures." + "reason": "Both are import errors, but for different symbols and unrelated dependencies." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + "reason": "Feature-extractor argument handling is unrelated to auto-docstring annotation parsing." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are different model-specific bugs." + "reason": "Tokenizer_class metadata mismatch and Qwen3.5 from_pretrained failure are not clearly the same defect." }, { "left": "issue:43723", - "right": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Gemma eos_token_id mismatch are not the same underlying issue." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different problems." }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Same broad DSA/indexer area, but one is about torch.split outputs and the other about a missing ReLU." + "reason": "DSA indexer split behavior and meta-init incompatibility for old InternVL2 checkpoints are unrelated." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Layernorm epsilon precision bug and remote-code meta-init incompatibility are unrelated." + "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Sentence-transformers loading hang and siglip2 zero probabilities are different symptoms and code paths." + "reason": "Quantization/offloading behavior is a different path from pipeline-parallelism output errors." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Both concern quantized model save/load, but they target different quantization flows and model families." + "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors do not match." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Qwen2_5_VLProcessor batching crash and auto_docstring annotation crash are unrelated subsystems." + "reason": "A docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Training instability with flash_attention_3 and NaNs on checkout/init do not describe the same bug." + "reason": "FP8 save_pretrained and max_shard_size default discussion are not the same bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different issues." + "reason": "Phi4Multimodal default-config initialization and non-persistent buffer junk are different initialization bugs." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Config default initialization and GPTNeoX rotary_pct reload behavior are unrelated." + "reason": "position_ids buffer reading and processor.save_pretrained missing files are separate save/load issues." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "DSA indexer torch.split behavior and a position_ids docstring typo are not the same bug." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key mismatch are different checkpointing bugs." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are not the same concrete failure." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are not the same issue." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Qwen3 offset_mapping bug and mdeberta BOS/EOS addition bug are separate tokenizer behaviors." + "reason": "The DSA indexer split values and missing ReLU concerns are distinct implementation questions." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Pipeline-parallel output corruption and Qwen3_5 image-specific infinite loop are different runtime failures." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated model/runtime issues." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Offline cache loading and decoder-type mismatch are distinct tokenizer issues." + "reason": "MLA rms_norm_eps precision issue and meta-init checkpoint incompatibility are different bugs." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." + "reason": "Dequantized save failures for Ministrals/Devstrals and sinq save_pretrained/from_pretrained breakage are separate quantization paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "45278 is a broad report of many import errors, but this specific hub import failure is not clearly the same concrete bug." + "reason": "Batched chat template crash and auto-docstring annotation crash are unrelated." }, { - "left": "issue:44464", - "right": "issue:46082", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Chunked generation compiled-forward inconsistency and LlamaConfig head_dim validation are unrelated." + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are different numerical issues." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs propagation are different loader bugs." + "reason": "Phi4Multimodal default config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are unrelated." + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained error are different symptoms and code paths." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexing behavior and a wrong docstring for position_ids are not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "TF32 settings guidance and GlmMoeDsaIndexer split behavior are not the same issue." + "reason": "Missing transformers.onnx module and missing PyTorch dependency import error are unrelated import failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are missing imports from transformers, but they involve different classes and likely different registration issues." } ] }, @@ -12916,28 +12819,31 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ - "issue:28218", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", "issue:42907", - "issue:43116", + "issue:42994", + "issue:43066", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", "issue:43550", + "issue:43576", "issue:43646", "issue:43723", "issue:43756", @@ -12945,40 +12851,47 @@ "issue:43937", "issue:44038", "issue:44060", - "issue:44222", + "issue:44117", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44360", "issue:44373", "issue:44442", + "issue:44464", "issue:44485", - "issue:44488", "issue:44514", - "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", "issue:44779", - "issue:44829", "issue:44945", "issue:44964", - "issue:45200", - "issue:45216", - "issue:45245", "issue:45278", "issue:45290", - "issue:45478", "issue:45593", "issue:45600", + "issue:45753", "issue:46002", + "issue:46082", "issue:46132" ], "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:42371|issue:44263", "issue:43646|issue:46002", - "issue:44295|issue:44297", "issue:43550|issue:46132", "issue:30990|issue:33357", "issue:43232|issue:45593", + "issue:44295|issue:44297", "issue:44704|issue:45290", "issue:44261|issue:44373", "issue:42907|issue:44945", @@ -12987,239 +12900,202 @@ "issue:43784|issue:45600", "issue:41628|issue:45278", "issue:42907|issue:43937", - "issue:43122|issue:44514", "issue:43756|issue:44060", "issue:43408|issue:43475", - "issue:43116|issue:45200", - "issue:43122|issue:44521", + "issue:43122|issue:44514", "issue:42907|issue:44964", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:44625|issue:44829", - "issue:43232|issue:45245", - "issue:44038|issue:44295", - "issue:28218|issue:30990", - "issue:43122|issue:44779", - "issue:42907|issue:43452", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:39401|issue:44488", - "issue:45216|issue:45478" + "issue:44360|issue:44485" ], - "prepared_review_unit_hash": "d8a9dbb8eb63300fa8082c548f90218556fd3f76bfb09ebc1595d4a2860b4241", + "prepared_review_unit_hash": "363b99120b2c6bcafd05c492620d2f85c6dfb604074b48ff027ad4bdd6269b77", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36554, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 28, + "serialized_chars": 35547, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, chat-template bugs, model loading/import failures, and unrelated training/runtime issues. No soft pair looks confidently like the same underlying bug/change, so I reject all candidate duplicate edges and use the broad tokenizer-regression issue as the best representative anchor.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the clearest umbrella report for a version-related tokenizer regression and is the most representative of the tokenizer-focused subset in this cluster.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports (tokenizer loading, import/export breakages, model-specific behavior changes) rather than true duplicates. The soft-similarity pairs are generally related by theme but not by the same concrete bug.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s dominant theme: import/export breakages after upgrading to v5. It is more umbrella-like than the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 best fits as the global representative because it describes a concrete, version-bisected tokenizer regression and is broad enough to anchor nearby tokenizer-related reports.", + "best_issue_reason": "issue:45278 is the most triage-worthy and general issue in the set, and best captures the shared upgrade/regression pattern across several related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Different failure modes: custom model init breakage vs NaNs after checkout/init." - }, - { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "One is buffer/position_ids access, the other is tokenizer_config save metadata mismatch." + "reason": "Both are tokenizer behavior bugs, but on different models and different failure modes (offset mapping vs BOS/EOS insertion)." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both touch attention behavior, but the concrete bug paths are different (torch.compile+SDPA vs registered-function behavior)." + "reason": "Unrelated model-specific issues: FP8 accuracy regression vs Qwen3-VL-Moe/v5 compatibility." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Both are loading problems, but the models, symptoms, and likely causes are unrelated." + "reason": "Both concern tokenizers, but one is offline cache loading and the other is decoder type selection in v5." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Generation kwarg syncing and D-FINE auxiliary-loss behavior are unrelated code paths." + "reason": "Different problem classes: offline tokenizer cache loading vs quantized model saving failure." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Processor kwargs propagation and chat-template tool-call crashes are different bugs." + "reason": "Both are generation issues, but one is pipeline parallelism output mismatch and the other is an image-specific infinite loop." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Numerical precision/config issue vs a docstring issue; no shared bug path." + "reason": "The former is a specific huggingface_hub import error; the latter is a broad Transformers upgrade regression with many import errors." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44464", + "right": "issue:46082", "accept": false, - "reason": "Dequantized model save failure and pipeline-parallel output corruption are unrelated." + "reason": "Completely different failures: compiled chunked generation vs LlamaConfig head_dim validation." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Generic v5 AutoTokenizer loading regression vs one specific tokenizer class failure; too broad to merge." + "reason": "Both affect loading flows, but one is TOKENIZER_MAPPING_NAMES handling and the other is AutoProcessor kwargs propagation." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Loading failure and incorrect tokenization results are different concrete bugs." + "reason": "One is a broken CLI command, the other is an import-time NameError in sentence-transformers integration." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Import NameError in sentence-transformers vs CI break from auto_mappings config references." + "reason": "TF32 settings API change is unrelated to the torch.split return-value issue." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Specific missing AutoImageProcessor import vs broad import breakage after upgrade." + "reason": "Custom model init breakage and NaNs in classification heads are different defects." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Model save/dequantization issue is unrelated to invalid GenerationConfig validation." + "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register changing callable behavior." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer regression and batched multimodal chat-template crash are distinct paths." + "reason": "Different user reports and code paths: SentenceTransformers loading hang vs MacOS bus error on CLIP." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Different model-architecture mistakes: RoPE layer dropping vs tied-weights warning." + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Both are SAM3 video related, but one is a type warning and the other is a missing attribute." + "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Example-script multi-label empty output and Gemma 4 token-type defaults are unrelated." + "reason": "AutoProcessor cached_file kwargs and chat template crashes are different processor bugs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both involve template-related APIs, but one is tokenizer regression and the other is assistant-mask generation for multimodal inputs." + "reason": "A numerical precision/config bug and a docstring issue are not the same underlying problem." }, { "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Model save/load breakage and inability to load a specific multimodal model are not the same bug." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer activation detail and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe version bug vs tokenizer_class metadata mismatch; different concrete failures." - }, - { - "left": "issue:44625", - "right": "issue:44829", + "right": "issue:44945", "accept": false, - "reason": "num_labels propagation and flash-attention training degeneration are unrelated." + "reason": "Quantized model save failure is unrelated to pipeline-parallel generation output corruption." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Generation state update bug and category-cardinality runtime limit are unrelated." + "reason": "Both involve AutoTokenizer loading, but one is a general v5 issue and the other is a specific tokenizer class failure." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Both mention MoE, but one is a version-specific model bug and the other is FP8 save_pretrained behavior." + "reason": "Tokenizer loading failure and tokenizer output divergence are different bugs." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer spacing bug vs Sentence Transformers loading stall; no shared root cause." + "reason": "Import-time NameError in sentence-transformers is unrelated to auto_mappings referencing removed configs." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is tokenization-difference behavior and the other is Deepseek-specific incorrect output." + "reason": "Both are import regressions after v5, but one is a specific missing symbol and the other is a broad multi-import report." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure and gguf_file loading break are different file-path issues." + "reason": "Saving quantized models and invalid GenerationConfig are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example-script issue." + "reason": "Smollm3 RoPE-layer selection and Qwen3-Next tied-weights warning are different architecture bugs." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "MoE-related but not the same concrete failure mode or code path." + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute at runtime." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is model loading failure." + "reason": "Different text-processing paths: tokenizer output changes vs batched apply_chat_template crash." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both involve Qwen3.5 and v5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + "reason": "The DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." } ] }, @@ -13235,34 +13111,34 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:22355", "issue:28218", - "issue:29127", "issue:29159", - "issue:33453", - "issue:38617", + "issue:30990", + "issue:36296", "issue:39401", "issue:42222", "issue:42371", "issue:42757", "issue:42831", + "issue:42907", "issue:43066", "issue:43116", "issue:43122", + "issue:43232", "issue:43441", - "issue:43493", + "issue:43452", "issue:43611", "issue:43784", "issue:43824", - "issue:43825", "issue:43874", "issue:43906", "issue:43937", @@ -13270,32 +13146,46 @@ "issue:43992", "issue:44038", "issue:44075", - "issue:44117", + "issue:44222", + "issue:44295", "issue:44297", "issue:44351", "issue:44355", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", + "issue:44829", "issue:44936", - "issue:45083", - "issue:45278", + "issue:45200", + "issue:45216", + "issue:45245", "issue:45357", "issue:45446", "issue:45478", - "issue:45563", - "issue:45588", - "issue:45753", "issue:46002", "issue:46231" ], "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:39401|issue:44521", - "issue:43784|issue:45446", "issue:22355|issue:28218", + "issue:43784|issue:45446", "issue:42757|issue:44351", "issue:22355|issue:29159", "issue:43122|issue:43906", @@ -13307,230 +13197,231 @@ "issue:42371|issue:43874", "issue:43976|issue:45446", "issue:42222|issue:43441", - "issue:42831|issue:44297", "issue:44075|issue:44936", + "issue:42831|issue:44297", "issue:45357|issue:45478", - "issue:44038|issue:45478", - "issue:43116|issue:43825", - "issue:43493|issue:45753", - "issue:45083|issue:45446", - "issue:43116|issue:43493", - "issue:43937|issue:45563", - "issue:22355|issue:29127", - "issue:33453|issue:39401", - "issue:38617|issue:45278", - "issue:39401|issue:44779", - "issue:44625|issue:46002", - "issue:44117|issue:45588" + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "68fec9713138456d00a72995ec21812be8b94aac3266b651d6fa49c8b1c4bcae", + "prepared_review_unit_hash": "62cf4861bb53fd9b2983b9c5a2a44e500fdce3234861f5aa8f3d9650c79689f9", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35668, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is dominated by unrelated bug reports, with a loose concentration around tokenizer/v5 regression issues. The soft pairs mostly share broad vocabulary rather than the same concrete code path, so none are strong duplicate merges.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43122 is the most umbrella-like tokenizer regression report here: it describes behavior changes from 4.57.3 to 5.0 and is close to several other tokenizer-related reports, making it the best representative issue.", + "summary": "This cluster is highly heterogeneous: most pairs span unrelated tokenizer, model-loading, training, serialization, and docs bugs. I do not see any soft edge that is clearly the same concrete underlying defect, so all candidate duplicates should be rejected. If a single representative issue is needed, the broad tokenizer-regression report is the closest anchor.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43122 is the broadest and most central-sounding report in the set (tokenization regression across versions), so it is the best loose anchor for this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best triage anchor because it is broad, user-facing, and covers the version-to-version tokenizer behavior change theme better than the narrower symptom-specific reports.", + "best_issue_reason": "43122 best represents the only recurring theme that appears across multiple candidates: tokenizer behavior changes/regressions in v5. The rest of the cluster is too diffuse to justify a stronger canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and failure modes: example-script multi-label output vs Gemma 4 multimodal token-type handling." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve token-related APIs, but one is a generic tokenizer regression and the other is multimodal assistant mask generation; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs flash-attention-3 training degeneration." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to the 2^24 category-count error." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe load failure vs tokenizer_class saved into tokenizer_config.json." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and SentenceTransformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizer families and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model-family load issue vs buffer/position_ids read error; no concrete overlap." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failure to load cjvt/sleng-bert." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention Moe, but one is a load/import regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained error are not clearly the same concrete bug." + }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different modules; not the same underlying bug." + "reason": "Different missing symbols from different packages: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset mappings for Qwen3 tokenizer and zero assistant masks for multimodal chat templates are different tokenizer/multimodal bugs." + "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to multimodal assistant_masks being all zero." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "One is a sentence-transformers import failure; the other is a flex_attention version-check issue. Different code paths." + "reason": "Module import failure for transformers.onnx is unrelated to tokenizer added-token spacing." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated issues." + "reason": "Sentence-transformers import NameError is unrelated to flex_attention version-check logic." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "These are different import errors from different missing names and modules." + "reason": "Both are import errors, but for different symbols and different dependency boundaries." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Version-dependent tokenization differences and a linked isolated reproduction are not enough to show the same concrete bug." + "reason": "General tokenizer regression vs isolated reproduction of a different issue; no evidence they are the same defect." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and missing kwargs forwarding in AutoProcessor are different failures." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared bug." + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are different tokenizer problems." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + "reason": "Compiled Python file execution errors and a docs parameter-name mismatch are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different model-side issues." + "reason": "GenerationConfig invalid vs GLM-5 RoPE implementation are different GLM-5 issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base model prefix loading breaks and classification-head NaNs are not the same defect." + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." + "reason": "TF32 API settings guidance is unrelated to the GLM46V image-patch counting AttributeError." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version gate in flex_attention are different problems." + "reason": "Python version compatibility issue is unrelated to the flex_attention PyTorch version check." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose import breakage and Ministral-3 flash-attention failure are unrelated model issues." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Optimizer SGD args misuse is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "SGD args not used and trainer.evaluate failing after train do not share the same root cause." + "reason": "FineGrainedFP8 accuracy issue is unrelated to tokenizer_class mismatch on save_pretrained." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained key handling and the other is from_pretrained loading; different code paths." + "reason": "Both concern Qwen3.5, but visual-encoder key saving and from_pretrained error are not clearly the same code-path bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3.5-Moe from_pretrained failures are related only at a very broad family level, not the same bug." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Empty multi-label outputs in an example script and a pipeline translation warning are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are different model bugs." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "A helper-function length calculation issue and a flex_attention import/version check are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Multi-label classification script behavior and SigLIP2 implementation mismatch do not share a bug." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig validity and a stale paged-generate warning are different generation-path issues." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3 tokenizer offset mapping are both tokenizer issues, but they are different concrete failures." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Missing layer_type_validation and many import errors after upgrade are not the same specific import bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Wrong offset mappings and Deepseek tokenization changes are both tokenizer regressions, but no shared code path is evident." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Propagating num_labels and NaNs in classification heads are different classification-related issues." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and a flash_attention s_aux crash are unrelated." + "reason": "Same family name is not enough; Qwen3-VL-Moe load failure and Qwen3.5 Moe from_pretrained error are distinct reports." } ] }, @@ -13546,14 +13437,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", "issue:38617", "issue:39401", "issue:41628", @@ -13561,260 +13455,278 @@ "issue:42222", "issue:42673", "issue:43064", - "issue:43066", - "issue:43122", + "issue:43116", "issue:43381", "issue:43408", "issue:43421", "issue:43450", + "issue:43493", "issue:43673", "issue:43742", + "issue:43825", "issue:43827", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44483", - "issue:44484", - "issue:44496", + "issue:44625", + "issue:44779", "issue:44829", - "issue:44877", "issue:44938", "issue:44945", - "issue:44964", "issue:44977", "issue:45071", "issue:45072", "issue:45081", + "issue:45083", "issue:45216", "issue:45278", "issue:45310", "issue:45405", "issue:45446", - "issue:45464", - "issue:45542", - "issue:45656", + "issue:45563", + "issue:45588", + "issue:45753", "issue:46002", "issue:46077", - "issue:46178", - "issue:46231" + "issue:46178" ], "soft_pairs": [ - "issue:44380|issue:46077", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:44117|issue:45588", "issue:42175|issue:44938", - "issue:43827|issue:45446", + "issue:44380|issue:46077", "issue:43064|issue:43673", + "issue:43827|issue:45446", "issue:43381|issue:44945", "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:44466|issue:46002", "issue:45405|issue:45446", - "issue:42673|issue:45072", "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:44410|issue:45310", + "issue:44291|issue:45071", "issue:42222|issue:46178", "issue:44829|issue:45216", - "issue:44291|issue:45071", - "issue:38617|issue:41628", "issue:39401|issue:43421", - "issue:43408|issue:43742", - "issue:44877|issue:46231", - "issue:44484|issue:45310", - "issue:43937|issue:44496", - "issue:43066|issue:43122", - "issue:42222|issue:45542", - "issue:44483|issue:45464", - "issue:44964|issue:45278", - "issue:44075|issue:45656" + "issue:38617|issue:41628", + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "716b3b6ba2e2d2ba47dfe8708231b01e63f82027a0b0fee20269249b13be2796", + "prepared_review_unit_hash": "7050a1149aa2defe4ed149e45704b97f4734a6d60550e44d14353fcb7b8226f6", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35503, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "soft_pair_count": 29, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues loosely grouped by v5, tokenizer, model-loading, and training regressions. None of the soft pairs look like true duplicates, so I rejected all soft edges.", - "confidence": 0.8, - "canonical_issue_reason": "issue:45310 is the closest thing to a canonical item: a concrete, versioned Qwen3.5 loading regression, while the rest of the set spans too many unrelated subsystems to form a true duplicate cluster.", + "summary": "All suggested soft edges look like false positives: the items span unrelated bugs across imports, tokenizers, generation, attention, and model-specific regressions. No duplicate cluster is evident, and there are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges; the apparent similarities are broad topical overlap rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best single representative here because it is specific, reproducible, and clearly regression-shaped; the other issues are broader, older, or on different code paths.", + "best_issue_reason": "No best issue candidate is justified because these issues do not describe one shared defect or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Different models and attention behaviors; same broad subsystem, not the same bug." + "reason": "Different problems: example script multi-label output vs a pipeline translation warning in v5." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Packaging/backend install issue vs Python 3.14 load failure; unrelated root cause." + "reason": "Different models and failure modes; no shared code path is evident." }, { - "left": "issue:43827", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup vs a flex_attention import/version check bug." + "reason": "Qwen3 Omni helper behavior and a flex_attention version check are unrelated." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Distributed optimizer-state corruption vs generation cache missing; different code paths." + "reason": "Classification script behavior and SigLIP2 implementation drift are distinct bugs." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Eval-mode gradient checkpointing bug vs pipeline-parallelism output corruption." + "reason": "Both are generation-related, but one is config validation and the other is a stale warning." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Batched video shape bug vs AutoProcessor crash from missing torchvision." + "reason": "Missing module import and LayoutLMv3 error messaging are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "GenerationConfig validation failure vs flash-attention generation issue on a different model." + "reason": "Tokenizer loading regression vs Qwen3 offset mapping bug; different code paths." }, { - "left": "issue:44466", + "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weight behavior vs NaNs during checkout/init; not the same bug." + "reason": "Qwen3.5 label propagation and NaNs in classification heads are separate issues." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Dependency version bump complaint vs PyTorch version guard in flex_attention." + "reason": "A specific import failure is not the same as a broad upgrade causing many import errors." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Qwen3 memory leak in dataloader threads vs bfloat16 dtype mismatch in different models." + "reason": "Different tokenizer bugs affecting different models and behaviors." }, { "left": "issue:44117", - "right": "issue:45081", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None fallback vs Mistral regex patch backend_tokenizer crash." + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention s_aux=None crash." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both touch Qwen, but one is missing projections while the other is a from_pretrained error." + "reason": "Backend extra installation issue and Python 3.14 load failure are unrelated." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "VitPose model breakage vs backend mapping error for tensorflow_text; different failures." + "reason": "Both involve attention, but they are different models and different concrete failures." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Flash-Attention 3 training degeneration vs Qwen3.5 save_pretrained regression." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression." + "reason": "Documentation cleanup after v5 removals is unrelated to a PyTorch version check bug." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Different import errors involving different symbols and subsystems." + "reason": "Gradient checkpointing eval-mode behavior and pipeline-parallel output errors are distinct." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Wrong offset_mapping vs runtime post-processor update behavior; distinct tokenizer bugs." + "reason": "Batched video shape handling and missing torchvision import crash are different problems." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Model-type warning mismatch vs a key error loading a different model." + "reason": "Invalid GenerationConfig and flash-attention generation failure are not the same defect." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Strict config loading vs documentation parameter-name mismatch." + "reason": "Serialization of tied weights depends on device; NaNs in classification heads are unrelated." }, { - "left": "issue:44484", + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump is not the same as a PyTorch version check bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping assumptions and Mistral regex patch crashes are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation and CI dtype mismatches are unrelated." + }, + { + "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs a concrete Qwen3.5 from_pretrained failure." + "reason": "Missing Qwen3next projections and Qwen3.5 from_pretrained failure are separate model bugs." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Different load-time config problems: invalid GenerationConfig vs missing model_type." + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the concrete failures differ." + "reason": "Broken vitpose model files and tensorflow_text backend mapping are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "VitPose model breakage vs undefined tf backend from missing TensorFlow." + "reason": "FlashAttention3 training degeneration and save_pretrained checkpoint regression are different issues." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Broad chat/completions rejection vs model-specific streaming failure." + "reason": "Offset mapping correctness and runtime post-processor updates are separate tokenizer concerns." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Specific Phi-4 multimodal load failure vs broad import errors after upgrade." + "reason": "Importing a missing symbol is not the same as failing to import AutoImageProcessor." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "SGD arguments ignored vs optimizer.step() being called twice; related area, different bug." + "reason": "Model-type warning and MobileLLM load key error are unrelated." } ] }, @@ -13830,13 +13742,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:38617", "issue:41628", @@ -13844,11 +13756,11 @@ "issue:42222", "issue:42371", "issue:42673", - "issue:42757", "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", @@ -13857,50 +13769,58 @@ "issue:43874", "issue:43906", "issue:43931", - "issue:43976", - "issue:43986", + "issue:43937", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", - "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", + "issue:44877", "issue:44933", - "issue:44945", + "issue:44964", "issue:44977", "issue:44987", "issue:45071", - "issue:45200", - "issue:45440", + "issue:45278", + "issue:45310", + "issue:45464", "issue:45478", "issue:45542", - "issue:45588", - "issue:46050", + "issue:45656", "issue:46172", "issue:46231" ], "soft_pairs": [ + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42222|issue:45542", "issue:42371|issue:44261", - "issue:42175|issue:42222", - "issue:43012|issue:43577", "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:42175|issue:42222", "issue:38617|issue:44220", "issue:43874|issue:44261", "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:45071|issue:45542", - "issue:42673|issue:44977", "issue:44263|issue:46172", "issue:42673|issue:43906", + "issue:42673|issue:44977", "issue:44360|issue:46172", "issue:43012|issue:43408", "issue:44484|issue:45478", @@ -13911,250 +13831,228 @@ "issue:43097|issue:43452", "issue:44933|issue:46231", "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:43986|issue:44484", - "issue:43408|issue:44368", - "issue:43976|issue:44945", - "issue:45440|issue:46172", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315", - "issue:42673|issue:45200", - "issue:38617|issue:42757", - "issue:44062|issue:44117" + "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "d10f0679f9e1799dfbb7d23fccc7844b02260707d733528d19e86afb6f279882", + "prepared_review_unit_hash": "56f81f1c6eaee7a358dfe318fc68d1efe88532cd5d21a478d3ecd9ce5d1fdd74", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37840, - "estimated_input_tokens": 9460, - "estimated_eval_tokens": 19176 + "soft_pair_count": 32, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, model-specific regressions, dtype/precision bugs, packaging/backend issues, and a few config/documentation complaints. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items do not converge on one bug class or code path, and the apparent similarities are mostly broad Transformers-v5 / model-family overlap.", + "summary": "The set is mostly a bundle of distinct Transformers regression reports rather than true duplicates; the only plausible umbrella here is a broad post-upgrade import-regression issue, while the soft pairs are mostly related by subsystem or version but not by the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: a generic import-regression after upgrading to 5.5.0, which makes it the best anchor for nearby import-related failures.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for the cluster; the closest candidates still describe different failures and fixes, so a canonical issue would be misleading.", + "best_issue_reason": "It is the most representative user-facing regression report in this group and the easiest place to consolidate nearby import-breakage complaints, even though the other issues are not exact duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Completely different problems: config-loading strictness vs documentation naming mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading failures, but one is invalid GenerationConfig and the other is an unrecognized-model/config issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but one is a decoder-type bug and the other is a tokenization behavior regression; not the same concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same API family, but different failures: request acceptance/validation vs streaming inference on a specific Qwen3.5 model." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are latest-version load failures, but one is a specific multimodal model issue and the other is a broad import-error regression." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD arguments ignored vs optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different backend/package issues: vitpose model breakage vs TensorFlow backend undefined when only tensorboard is installed." + }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warning vs MLA layernorm epsilon precision bug; different root causes." + "reason": "Unrelated: TF32 API guidance vs a LayerNorm epsilon precision/config bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Packaging/backend dependency issue vs broken VitPose model code path." + "reason": "Different Qwen-related failures: missing layer projections vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch compile warning on bfloat16 vs BLIP2 dtype propagation bug." + "reason": "Both mention dtype/precision, but one is a compile-time warning and the other is model submodule dtypes staying float32 after load." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; not the same failure." + "reason": "Different topics: TensorFlow extra/backend packaging vs vitpose model breakage." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError in configuration_utils vs audio fbank feature extraction bug." + "reason": "Different import/signal issues: missing configuration utility symbol vs a feature-extraction helper bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image patch method in processor vs missing rms_norm_eps in config." + "reason": "Different multimodal API bug vs config precision issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API vs unexpected position-id key warnings; unrelated symptoms." + "reason": "Both are v5 regressions, but one is removal of an embedding-tie API and the other is unexpected position-id keys." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import vs PretrainedConfig type-checking break." + "reason": "Different breakages: missing AutoImageProcessor import vs PreTrainedConfig type-checking regression." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "DSA torch.split indexing issue vs GLM-5 RoPE implementation complaint." + "reason": "Both GLM-related, but the failures concern different code paths: torch.split return handling vs RoPE implementation." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression vs TensorFlow backend detection/install issue." - }, - { - "left": "issue:42673", - "right": "issue:44977", - "accept": false, - "reason": "VRAM leak in multi-threaded loading vs flash-attention generation failure." + "reason": "Unrelated config type-checking regression vs TensorFlow backend installation issue." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "DSA indexer split behavior vs DeepSeek-V4 dtype/transpose bug." + "reason": "Different math/code paths in different models; no shared underlying bug." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak during threaded use vs isolated reproduction of a different issue." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: memory leak under dataloader threads vs flash-attention generation failure." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA lacks ReLU vs DeepSeek-V4 comb dtype/transpose problem." + "reason": "Different GLM/DeepSeek internals and failure modes; not mergeable as one fix." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "bfloat16 compile warning vs sam3 tracker/video model warning mismatch." + "reason": "Different concerns: dtype warning vs model-type mismatch warning." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading error." + "reason": "Different bugs: shard-size setting question vs Qwen3.5 MoE loading failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral flash-attention failure vs flash_attention_3 degenerate training; different model-path bugs." + "reason": "Different model/feature regressions: Ministral FlashAttention failure vs degenerate training with flash_attention_3." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings warning vs FineGrainedFP8 accuracy bug." + "reason": "TF32 API behavior is unrelated to FineGrainedFP8 accuracy." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3-VL-Moe issue; different load-time failures." + "reason": "Both are Qwen/VL load problems, but one is a weight-shape mismatch and the other is a different transformers 5.0 compatibility issue." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer bug vs config type-checking regression." + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type-checking regression are separate issues." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal warning vs gguf_file tokenizer/model loading break." + "reason": "Embedding-tie API removal is unrelated to gguf_file handling for tokenizer/model loading." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Nonexistent image_utils import vs set_training docs parameter mismatch." + "reason": "Missing image_utils import and a docs parameter-name mismatch are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs transformers>=5.1 loading failure." + "reason": "Both are loading-related, but the tokenizer-mapping None bug is not the same as the physical-intelligence/fast load failure." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing processor method vs DSA torch.split return-value issue." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "AutoProcessor crash without torchvision vs save_pretrained shard-size behavior." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "sam3_tracker warning vs tie_word_embeddings warning; different model/config issues." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version support problem vs incorrect output under pipeline parallelism." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Native DeepseekV3 divergence vs DeepSeek-V4 transpose bug." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "API removal warning vs quantized-model save/load breakage." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Removed API warning vs flash_attention.py crash on s_aux=None." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied in model_init." - }, - { - "left": "issue:42673", - "right": "issue:45200", - "accept": false, - "reason": "VRAM leak in threaded inference vs Gemma 4 mm_token_type_ids defaulting issue." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Different missing symbol imports from different packages; not the same import break." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken keyword collision vs tokenizer mapping None handling." + "reason": "Different model-helper bug vs GLM DSA indexing bug." } ] }, @@ -14170,324 +14068,345 @@ "component_index": 1, "component_count": 17, "review_unit_index": 45, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:38617", - "issue:42490", "issue:42617", + "issue:42673", + "issue:42757", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", + "issue:43408", "issue:43502", - "issue:43526", "issue:43550", - "issue:43792", "issue:43825", "issue:43873", "issue:43906", "issue:43931", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", + "issue:44062", "issue:44117", "issue:44162", - "issue:44222", "issue:44261", + "issue:44315", "issue:44351", "issue:44368", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44514", "issue:44655", - "issue:44683", "issue:44704", - "issue:44938", + "issue:44945", "issue:44964", "issue:45103", + "issue:45200", "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45478", + "issue:45440", "issue:45561", "issue:45588", "issue:45753", "issue:45859", - "issue:46123", - "issue:46172", - "issue:46178" + "issue:46050", + "issue:46172" ], "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:43931|issue:44410", "issue:43502|issue:43992", "issue:45341|issue:45859", "issue:38617|issue:44351", - "issue:44261|issue:44485", "issue:43097|issue:43873", + "issue:44261|issue:44485", "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:42617|issue:45341", - "issue:43986|issue:45290", "issue:43986|issue:45372", "issue:43066|issue:43906", + "issue:43986|issue:45290", "issue:45341|issue:45588", - "issue:43208|issue:43550", "issue:45341|issue:45561", + "issue:43208|issue:43550", "issue:43986|issue:45341", "issue:43992|issue:44484", "issue:43012|issue:43550", "issue:43825|issue:44655", "issue:43012|issue:44368", - "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:44162|issue:46172", - "issue:43792|issue:46123", - "issue:44938|issue:46178", - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:44222|issue:45478", - "issue:43012|issue:44683", - "issue:42490|issue:43012" + "issue:42907|issue:45753", + "issue:44162|issue:46172" ], - "prepared_review_unit_hash": "01bab29e3bb15b943c11e6d51f13d9cc19ab5473c0409fcc4e5845f5b46c1eb8", + "prepared_review_unit_hash": "4df6f0b17e47199d7c6ce580f65c3f093c65095a08ceebc51a790f21def13d27", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37286, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "soft_pair_count": 36, + "serialized_chars": 38315, + "estimated_input_tokens": 9579, + "estimated_eval_tokens": 19414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate. The set is mostly a grab-bag of distinct model-loading, processor, quantization, and warning/reporting bugs with only superficial title similarity.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44704 is the most central framework-level bug here: it targets the reusable `AutoProcessor.from_pretrained` -> `cached_file` code path, making it the best representative of the loading-related issues in this set.", + "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers bugs, import errors, model-specific regressions, and utility issues. All soft edges look like false positives and should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the cluster spans many unrelated failures across different models, loaders, training paths, and utilities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 is the broadest and clearest issue to anchor the cluster; the others are mostly model-specific failures or unrelated warnings, while this one describes a general API-path defect.", + "best_issue_reason": "No best issue candidate: none of the issues broadly represents the others or subsumes the cluster\u2019s mixed topics.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different config fields; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to a save_pretrained max_shard_size question." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model bugs in different code paths; not mergeable as one fix." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config API and quantized save/load breakage are separate issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash-attention crash are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are distinct training issues." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leakage in multi-threaded loading is unrelated to Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES=None are different tokenizer bugs." + }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5/MoE-adjacent, but one is a missing projection bug and the other is a missing config field; different underlying failures." + "reason": "Different model/config fields on different Qwen variants; not the same underlying defect." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different model families and different symptoms; this is not the same code-path bug." + "reason": "Both are Qwen-family issues, but they affect different architectures and failure modes." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch on model load is unrelated to missing attention projections in qwen3next." + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing attention projections in qwen3next." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and missing `embed_tokens.weight` are separate loading bugs." + "reason": "Local-files-only network leakage and missing embed_tokens.weight are unrelated loading problems." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Testing utility issue vs CPU-offload incompatibility in a rotary embedding; no shared concrete bug." + "reason": "A testing_utils bug and a Qwen3_5MoE rotary embedding offload issue are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different underlying causes." + "reason": "Different missing imports from different modules; same broad symptom, but not the same bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Config epsilon precision issue and GLM-5 RoPE implementation bug are distinct." + "reason": "Removing a config attribute and quantization offloading behavior are not the same code-path problem." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Removal of a config flag and quantization/offloading behavior are not the same defect." + "reason": "Numerical precision warning in MLA q_a_layernorm and GLM-5 RoPE implementation are separate model bugs." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model loading failure and a testing-utils bug are unrelated." + "reason": "Phi-4 multimodal loading failure is unrelated to a small testing_utils bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation handling are different code paths." + "reason": "AutoProcessor kwargs propagation and auto_docstring annotation handling are unrelated utility issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision in AutoProcessor for video models is unrelated to tokenizer mapping returning None." + "reason": "A video-model processor crash without torchvision and a tokenizer mapping None bug are different failure points." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel training script failure and testing-utils bug are not the same issue." - }, - { - "left": "issue:43986", - "right": "issue:45290", - "accept": false, - "reason": "Video-model import crash and chat-template tool-call crash affect different APIs and failures." + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils fix." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision crash and mistral_common ReasoningEffort import error are unrelated." + "reason": "Processor loading without torchvision and mistral_common import failure are different root causes." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type regression and isolated reproduction of another issue are not the same bug." + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same concrete bug." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Testing utils bug and flash_attention `s_aux=None` crash are different code paths." + "reason": "Processor loading crash and chat template tool-call crash are distinct code paths." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." + "reason": "Testing_utils bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing utility bug is not the same as an xdist file-race bug, despite both touching tests." + "reason": "Both mention testing utils, but one is vague and the other is a specific xdist race; not clearly the same defect." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor-loading crash and testing-utils bug have no shared underlying failure." + "reason": "Video processor loading and testing_utils are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weight during load and a `max_shard_size` question are different issues." + "reason": "Missing embed_tokens.weight and max_shard_size documentation/behavior are unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "PyTorch precision warning during compile and SDPA compile failure are separate problems." + "reason": "A bfloat16 precision warning during compile is not the same as a concrete Bamba SDPA compile failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation warning text and inability to save Pipeline objects are unrelated." + "reason": "Bad pipeline error text and inability to save Pipeline objects are different issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are both warning-related, but they concern different warnings from different model behaviors." + "reason": "A compile warning for bfloat16 models is unrelated to a tie_word_embeddings configuration warning." }, { "left": "issue:42907", - "right": "issue:45753", + "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and an infinite-loop inference bug are entirely different." + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems." }, { "left": "issue:42907", - "right": "issue:44655", + "right": "issue:45753", "accept": false, - "reason": "Both mention saving, but one is dequantized-model persistence and the other is pipeline serialization." + "reason": "Model save/load failure is unrelated to an infinite-loop generation bug." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek-v4 tensor op issue are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Whisper load failure and MaskGenerationPipeline batch-drop logic are different bugs." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are not the same defect." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat/completions request rejection and processor chat-template batching crash are different layers and failure modes." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading error; not the same bug." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "Precision warning under compile and flex_attention compilation failure are different issues." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Trailing-slash local-model import warning and bfloat16 compile warning are unrelated." + "reason": "ESM2 breakage and a DeepSeek-V4 tensor operation bug are unrelated." } ] }, @@ -14503,323 +14422,310 @@ "component_index": 1, "component_count": 17, "review_unit_index": 46, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:36010", "issue:36683", "issue:38617", + "issue:42490", "issue:42757", "issue:42994", + "issue:43012", "issue:43064", "issue:43066", + "issue:43208", "issue:43299", "issue:43352", - "issue:43441", "issue:43475", "issue:43502", "issue:43525", + "issue:43526", "issue:43611", "issue:43618", "issue:43673", "issue:43761", + "issue:43792", "issue:43824", "issue:43867", - "issue:43881", "issue:43901", - "issue:43906", "issue:43937", - "issue:43976", - "issue:43992", "issue:44038", + "issue:44222", "issue:44230", "issue:44242", "issue:44380", "issue:44483", "issue:44485", + "issue:44514", "issue:44625", "issue:44655", + "issue:44683", + "issue:44938", "issue:45216", "issue:45276", "issue:45290", - "issue:45310", "issue:45478", "issue:45698", - "issue:45753", "issue:46077", "issue:46082", "issue:46123", - "issue:46132", "issue:46172", - "issue:46202", + "issue:46178", "issue:46209" ], "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:44038|issue:44230", - "issue:38617|issue:43502", "issue:45698|issue:46172", + "issue:38617|issue:43502", "issue:43673|issue:46123", + "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43618|issue:43761", "issue:43064|issue:44380", + "issue:43618|issue:43761", "issue:43299|issue:43867", - "issue:43066|issue:46209", "issue:36683|issue:43475", - "issue:45276|issue:46077", + "issue:43066|issue:46209", "issue:42994|issue:44655", + "issue:45276|issue:46077", "issue:43901|issue:44655", "issue:36010|issue:42757", + "issue:43611|issue:44655", "issue:43352|issue:43937", "issue:44625|issue:46077", - "issue:43611|issue:44655", "issue:43867|issue:45216", "issue:43502|issue:44485", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44242", - "issue:44380|issue:46132", - "issue:36683|issue:43881", - "issue:43906|issue:45753", - "issue:43299|issue:45753", - "issue:43352|issue:43976", - "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:45478", - "issue:43867|issue:46202" + "issue:36683|issue:44242" ], - "prepared_review_unit_hash": "649430e841854c8824772fb9a3406cef2b42fc4503f371fbfb12eb687dc81bc2", + "prepared_review_unit_hash": "1e87b5dc6d49774b9afdbf07263da29a426dbe293d7cdc8be1c458ec6c044c27", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions (imports, config attrs, loading/saving, attention backends, and model-specific bugs). I do not see any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 breaking model loading paths. It is more central than the model-specific or one-off regressions, though the set is not a true duplicate cluster.", + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, API/template crashes, and backend-specific attention issues. None of the soft pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated failure modes and model families rather than one duplicated defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single anchor for triage because it describes a concrete, broadly applicable v5 loading regression and is the closest thing here to a general umbrella problem.", + "best_issue_reason": "No issue cleanly serves as an umbrella duplicate target for the cluster; issue 45698 is the broadest save/load report, but it does not subsume the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols, different packages, and unrelated failure modes." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Same model family, but one is a v5 load/regression report and the other is fp8 inference support; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Layer import failure vs local_files_only network requests are unrelated." + "reason": "Different problems: Whisper inference failure vs. MaskGenerationPipeline dropping final partial-batch results." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Different subsystems and different concrete failures: save/load custom module vs a DeepSeek tensor operation issue." + "reason": "Unrelated: Python 3.14 load failure vs. backend-mapping error for tensorflow_text." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both involve generation/pipeline behavior, but the specific bug paths are unrelated." + "reason": "Different layers and symptoms: chat-completions request validation vs. chat template batching crash." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both touch chat APIs, but one is request validation and the other is chat template rendering with tool calls." + "reason": "Both concern Qwen3.5/MoE save/load paths, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not clearly one bug." + "reason": "Completely different subsystems: xLSTM training bugs vs. BeitImageProcessorFast label reduction." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and GPT2 attention scaling are different code paths." + "reason": "Both involve compilation/runtime warnings, but one is a bf16 precision warning and the other is a flex_attention failure on newer torch." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Both are loading failures, but one is Qwen3VL MoE-specific and the other is about sorted state_dict ordering." + "reason": "Different warning types and code paths: local path slash import warning vs. bf16 compilation warning." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer decoder type and FP8 inference on B200 are unrelated." + "reason": "Both are import errors, but for different symbols, packages, and likely causes." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Different models and different missing attributes; no shared underlying bug." + "reason": "Unrelated: custom-module from_pretrained mismatch after save_pretrained vs. DeepSeek tensor transpose/type bug." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both are Gemma4, but one is resize_token_embeddings and the other is bidirectional attention mask construction." + "reason": "ImportError for layer_type_validation vs. unintended network requests despite local_files_only=True." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Saving quantized models vs saving Pipeline objects are different save_pretrained problems." + "reason": "Different bug classes: generation cache regression in chunked_prefill vs. pipeline final-batch handling." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Docs mismatch for text classification pipeline is not the same as pipeline serialization failure." + "reason": "Same family name (Qwen3/VL/MoE/fp8) but different issues: general Transformers version breakage vs. fp8 inference support." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Both import errors, but for unrelated imports from different libraries." + "reason": "Both mention chat/template usage, but one is request acceptance and the other is tokenize=True crashing on tool-call messages." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are different issues." + "reason": "Different code paths: distributed optimizer-state corruption vs. attention-scaling config ignored in SDPA/FlashAttention." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated." + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not the same concrete defect." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Model loading with base_model_prefix and Pipeline save_pretrained serialization are different failure modes." + "reason": "Different loading failures: Qwen3VL MoE regression vs. state_dict-sorting load error." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both concern checkpoint I/O, but one is load-time state_dict ordering and the other is incorrect saved checkpoints." + "reason": "Both are missing-attribute errors, but they affect different configs/outputs and different models." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Unrelated: tokenizer decoder type regression vs. FP8 inference failure on B200." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline serialization." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields." + "reason": "Same model family (Gemma4) but different functionality: embedding resize propagation vs. bidirectional-attention mask construction." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." + "reason": "Documentation mismatch for return_all_scores is unrelated to saving Pipeline objects." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Missing Gemma3 config field vs MoE load-balancing loss behavior are unrelated." + "reason": "Different import errors from different modules and symbols." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Attention backend scaling and AttentionInterface.register behavior are different problems." + "reason": "Transformers v5 base_model_prefix loading regression vs. Pipeline save_pretrained failure." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Different model-specific loading/config issues with no clear shared code path." + "reason": "Different model-specific issues: Flash Attention 2 support not yet available vs. invalid GenerationConfig." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "The reproduction issue reference is too opaque here; no evidence it matches the Qwen3_5 infinite-loop bug." + "reason": "Different Gemma4/Qwen3.5 configuration bugs and different affected behaviors." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different bugs." + "reason": "Different save/load regressions: state_dict ordering error vs. incorrect Qwen3.5 checkpoint saved since v5.4.0." }, - { - "left": "issue:43352", - "right": "issue:43976", + { + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "FlashAttention support and Python version compatibility are unrelated." + "reason": "One is offline/local-files-only network leakage; the other is a GLM-5 RoPE implementation discussion/bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Same broad Llama/Gemma config area? No: Gemma4 attention masking vs. LlamaConfig head_dim validation." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different concrete code-path problems." + "reason": "Both are missing-attribute issues, but Gemma3Config vocab_size and Llama4Config pad_token_id are unrelated." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Different model families and different from_pretrained/attention-related failures." + "reason": "Different regressions in different CLIP/Gemma3.5 areas; no shared concrete code path." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "State_dict ordering load error and Gemma pipeline roundtrip token issue are unrelated." + "reason": "Gemma3Config attribute bug vs. MoE load-balancing loss omission; unrelated." } ] }, @@ -14835,30 +14741,32 @@ "component_index": 1, "component_count": 17, "review_unit_index": 47, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:28282", - "issue:30333", "issue:33453", "issue:36296", "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:43064", "issue:43097", + "issue:43299", "issue:43352", + "issue:43441", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43867", + "issue:43881", + "issue:43906", "issue:43976", "issue:43992", "issue:44062", @@ -14866,22 +14774,18 @@ "issue:44117", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44380", - "issue:44387", "issue:44492", - "issue:44556", "issue:44655", - "issue:44749", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:44977", "issue:45125", - "issue:45341", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -14889,13 +14793,24 @@ "issue:45479", "issue:45561", "issue:45600", + "issue:45753", "issue:46132", + "issue:46202", "issue:46285" ], "soft_pairs": [ + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:46202", "issue:44355|issue:44855", - "issue:43867|issue:45375", "issue:44380|issue:45479", + "issue:43867|issue:45375", "issue:36683|issue:44117", "issue:43352|issue:44380", "issue:41669|issue:44246", @@ -14919,253 +14834,252 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:44222|issue:45125", - "issue:42890|issue:45341", - "issue:43576|issue:46132", - "issue:42548|issue:44351", - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44387|issue:44556", - "issue:45125|issue:45375" + "issue:43576|issue:46132" ], - "prepared_review_unit_hash": "5089c93f43b3b39ec637aba50f3deea16595cf61db19e5a6ff0a2b604f4cf5f9", + "prepared_review_unit_hash": "812709ebbcfeb465905ed6adfc90db0a06efa44844d79c7d88de12fb31133085", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37630, - "estimated_input_tokens": 9408, - "estimated_eval_tokens": 19072 + "soft_pair_count": 36, + "serialized_chars": 38081, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only plausible duplicate pair is the import-time slowdown reports; the rest describe different models, subsystems, or failure modes and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "issue:41669 is the more specific root-cause report for the import slowdown, while issue:44246 is the broader symptom report.", + "summary": "Most pairs are only loosely related by subsystem or model family, not the same concrete bug. The only plausible duplicate is the import-time slowdown report pair (41669/44246).", + "confidence": 0.64, + "canonical_issue_reason": "issue:41669 is the clearest, most root-cause-oriented report for the import-time performance problem; issue:44246 is the vaguer symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best canonical issue for the only credible duplicate subgroup in this set.", + "best_issue_reason": "issue:41669 is the best standalone issue here because it is specific, actionable, and maps to the only strong duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention behavior, but one is a GPT-2 backend-specific scaling bug and the other is an AttentionInterface API behavior change; different underlying problems." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Gemma3 missing config attr vs glm-4v-9b loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a Qwen3.5 multimodal infinite-loop bug. Not the same code path." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen models, but load-time MoE breakage and image-generation infinite looping are distinct bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated failures: FlashAttention support for a model vs Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both mention import-related failures, but one is about compiled Python files and the other is a Python 3.13 JIT/decorator parsing error; different bugs." + "reason": "Different models and different from_pretrained failures; no clear shared root cause." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both touch FlashAttention, but on different models and different symptoms; too broad to merge." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "The same title pattern appears elsewhere, but this pair is Nemotron FlashAttention support vs Qwen3.5 MoE loading; not the same bug." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:46202", + "accept": false, + "reason": "Model loading error when state_dict is sorted vs Gemma pipeline roundtrip on \u2581; different failures." + }, + { + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "One is a generic state_dict loading error; the other is a missing Qwen3.5 vision config field. Not the same issue." + "reason": "Both are import-related, but one is compiled Python files and the other is a torch.jit/script parsing issue on Python 3.13." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different model families and different failure modes: attention scaling/backend behavior vs degenerate zero-loss classification." + "reason": "Different bugs: attention scaling ignored in some backends vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading issue vs missing Qwen3.5 vision config field; unrelated root causes." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "A missing Gemma3 config attribute is unrelated to tokenizer mapping returning None." + "reason": "Gemma3Config missing vocab_size is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; not mergeable as one fix." + "reason": "Both are attention/backend topics, but the model-specific FlashAttention support issue is not the GPT-2 scaling regression." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both report transformers import-time slowness, and issue:41669 points to a concrete cause that plausibly explains the broader symptom in issue:44246." + "reason": "44246\u2019s vague 'import transformers takes long' symptom matches the import-time slowdown caused by import * usage in models described in 41669." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are unrelated code paths." + "reason": "CLIP attentions missing vs GPT-2 attention scaling ignored are unrelated model bugs." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "A removed config option and FlashAttention support are unrelated regression reports." + "reason": "A removed config attribute warning/change is not the same as FlashAttention support for Nemotron." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test flakiness reports, but one is missing set_seed in SamHQ tests and the other is an xdist file race in testing utils; different fixes." + "reason": "Different test flakiness causes: missing set_seed in a model integration test vs xdist race on captured_info.txt." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer optimizer-state corruption and a typo in cache strategies are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategies." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility problems, but they affect different versions and appear to stem from different causes." + "reason": "Different Python-version compatibility reports; not enough evidence of a single underlying failure." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict loading errors and incorrect visual encoder keys in save_pretrained are different issues." + "reason": "State_dict loading failure vs Qwen3.5 save_pretrained visual-key regression are different paths." }, { - "left": "issue:43992", + "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Different models and different load failures; one misses a weight during from_pretrained, the other is a generic Qwen3.5 MoE error." + "reason": "Despite similar wording, these are distinct issues: Nemotron FlashAttention support vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp; related area but not the same concrete defect." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a large model." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." + "reason": "Different features and failure modes: optimizer-state mismatch vs saving Pipeline objects." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing dependency import error and tokenizer loading regression are unrelated." + "reason": "PyTorch-missing ImportError vs tokenizer-loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP-related outputs/models, but one is attentions not assigned and the other is structural inconsistency between text model classes." + "reason": "Both involve CLIP, but attentions missing and text_model structure inconsistency are separate regressions." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crashes are unrelated." + "reason": "CLIP output field regression and LwDetr AMP crash are unrelated." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation issues are different bugs." + "reason": "Pipeline save_pretrained bug vs Python 3.14 load failure; no shared code path." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU omission is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "A DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SamHQ integration test and a Phi-4 multimodal model load failure are unrelated." + "reason": "Model integration test flakiness is unrelated to Phi-4 multimodal loading failures." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only still making API calls is unrelated to AddedToken receiving duplicate special arguments." + "reason": "local_files_only still making requests is unrelated to AddedToken duplicate keyword handling." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test issues, but one is a missing seed and the other is a stale device override test; not the same underlying bug." + "reason": "Both are test-related, but the CI device override issue has a different root cause than missing set_seed flakiness." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test flakiness and auto_mappings references to removed configs are different CI failures." + "reason": "CI breakage in auto_mappings and a flaky test are different problems." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan for Qwen3.5 MoE are separate features/bugs." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "The titles are too broad to treat as the same bug; one is a specific SamHQ test flake, the other is an unspecified testing_utils issue." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken `transformers env` command and changed AttentionInterface.register behavior are unrelated." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they are for different symbols and likely different missing-export causes." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file import errors are unrelated to a v4.57-to-v5.3 data filtering slowdown regression." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is specifically missing `_tp_plan` for tensor parallelism while the other is a generic from_pretrained error; not enough to call them the same bug." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload failures after upgrading versions are different issues." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Tensor-parallel plan missing for Qwen3_5MoeForConditionalGeneration is unrelated to a missing vision config field." + "reason": "A broken transformers env command is unrelated to an AttentionInterface registration behavior change." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted pair, issue:41669 with issue:44246, is well-supported by the packet as an import-time slowdown cluster, and the rest of the soft-edge rejections stay on the safe side without overclaiming equivalence." + "feedback": "The assessment stays within the packet evidence and is conservative overall. The lone accepted pair (41669/44246) is well grounded by the titles, while the other soft-edge rejections avoid overstating similarity." }, "evaluator_used": true, "retried": false, @@ -15178,13 +15092,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 48, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:30333", "issue:30990", @@ -15197,6 +15111,7 @@ "issue:42548", "issue:42757", "issue:42831", + "issue:42890", "issue:43010", "issue:43299", "issue:43502", @@ -15208,34 +15123,39 @@ "issue:43874", "issue:43901", "issue:43976", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", "issue:44368", - "issue:44393", + "issue:44387", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", - "issue:45230", "issue:45278", + "issue:45341", + "issue:45375", "issue:45468", - "issue:45542", + "issue:45478", "issue:45656", "issue:45850", - "issue:46095", "issue:46209" ], "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", "issue:43010|issue:45278", "issue:30990|issue:31795", "issue:43723|issue:44556", @@ -15245,8 +15165,8 @@ "issue:43010|issue:45850", "issue:43010|issue:44368", "issue:30333|issue:36296", - "issue:43827|issue:44961", "issue:44355|issue:45071", + "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44315|issue:44360", "issue:33453|issue:34689", @@ -15261,262 +15181,262 @@ "issue:31795|issue:38617", "issue:43010|issue:43976", "issue:43576|issue:44938", - "issue:41628|issue:42548", "issue:44908|issue:44961", + "issue:41628|issue:42548", "issue:44315|issue:46209", "issue:36296|issue:43901", - "issue:36296|issue:43526", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44273|issue:45003", - "issue:44393|issue:45071" + "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "832108b5b9ac90fac7f18c9dfd3593cea866cad80f5f41728b9923472bac8f90", + "prepared_review_unit_hash": "27ff07bd2c5f24a758c98597115ab102921cd281bc5d9e431ebf2ca38092c099", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37812, - "estimated_input_tokens": 9453, - "estimated_eval_tokens": 19162 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37709, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated; the only loose theme is v5-era loading/import regressions, but none of the soft pairs look like the same concrete bug or change.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, covering post-upgrade import/loading breakage without being overly tied to one narrow code path.", + "summary": "The cluster is mostly a grab-bag of Transformers v5/v4 migration regressions, especially import/load failures, but it also contains many unrelated docs, FP8, tensor-parallel, testing, and app-specific bugs. None of the soft pairs look like the same concrete issue/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the repeated import/error-after-upgrade reports and best represents the main v5 regression theme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the safest single issue to anchor duplicate triage in this set because it best captures the recurring user-facing v5 compatibility complaints.", + "best_issue_reason": "issue:45278 is the most useful anchor issue because it generalizes over several nearby import/load regressions, while the rest are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs: test flakiness from missing set_seed vs a bug in testing_utils.py." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: compiled Python file errors vs slower data filtering after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import targets: PreTrainedModel vs HybridCache; separate export failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Different code paths: tensor-parallel plan support vs Qwen3.5 Moe from_pretrained loading failure." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory/OOM regression vs checkpoint reload compatibility after version upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor parallelism plan vs missing config field; related model family but different defects." + }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different bugs: cache/layer update no_grad handling vs broad import failures after upgrading versions." + "reason": "Cache/layer update no_grad concern is unrelated to general import errors after upgrade." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang for Sentence Transformers vs a docs-only confusion about forward arguments." + "reason": "Sentence Transformers loading hang vs documentation confusion about model.forward arguments." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading regression while the other is reloading a checkpoint after a v4->v5 upgrade." + "reason": "Tokenizer loading regression and checkpoint reload failure are different failures." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network requests and FP8 save_pretrained are unrelated code paths." + "reason": "local_files_only network leak and FP8 save_pretrained are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue vs a missing image-patch method causing an AttributeError." + "reason": "FP8 accuracy issue vs missing image-patch-count method; different models and failures." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network-request bug vs an unrelated placeholder issue title; no shared bug path." + "reason": "local_files_only network requests and an unrelated 'racoon' report do not match." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific no_grad decoration bug is not the same as a broad complaint that v5 breaks many models." + "reason": "Cache update decoration and broad model breakage reports are not the same concrete bug." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache/layer update semantics vs a warning about tie_word_embeddings in LoRA fine-tuning." + "reason": "Cache update/no_grad issue vs Qwen3.5 fine-tuning warning about tie_word_embeddings." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + "reason": "MLflow failure and tensor-parallel training bug are unrelated." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + "reason": "Compiled file loading errors and PretrainedConfig type-checking regression are different problems." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Compiled-file import/runtime errors are different from PretrainedConfig type-checking failures." + "reason": "Docs still referencing pipeline() vs an unrelated 'racoon' issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Running compiled Python files and saving Pipeline objects are separate failure modes." + "reason": "Compiled file errors vs inability to save Pipeline objects are distinct." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to a missing ReLU in the DSA indexer." + "reason": "Liger Kernel model_init application bug is unrelated to DSA indexer/ReLU discussion." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they target different artifacts and concrete symptoms." + "reason": "Tokenizer loading regression vs a specific Llama 3.2 vision model loading breakage." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading breakage is distinct from reloading an older checkpoint after version upgrades." + "reason": "Qwen3VL/Moe loading failure and checkpoint reload after upgrade are not the same code-path bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import from huggingface_hub is not the same as the transformers env command being broken." + "reason": "ImportError for is_offline_mode and a broken transformers env command are separate failures." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "CLI/env command failure and a model-class import error are different bugs." + "reason": "CLI env command regression vs config type-checking regression are unrelated." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same underlying code path." + "reason": "Tokenizer loading and tensor-parallel training bugs are different." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Decorating cache/layer update with no_grad is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Cache/layer update behavior is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env command issue and the Qwen2.5-VL import error are different regressions." + "reason": "Broken env command vs Qwen2_5_VL import error are different APIs and symptoms." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "FP8 save_pretrained issue vs FP8 inference support issue; related theme but not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "A placeholder title is unrelated to the Gemma-4 audio positional encoding bug." + "reason": "Unrelated 'racoon' issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation wording is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation confusion and missing layer_type_validation import are different classes of issue." }, { "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "No_grad on update paths is unrelated to a Python-version compatibility issue." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command and Python 3.14 load failure are separate compatibility problems." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-symbol reports." - }, - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores are unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43526", + "right": "issue:43976", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." + "reason": "Cache update/no_grad discussion is unrelated to Python 3.9/3.10 compatibility." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Missing files on processor.save_pretrained is not the same as an underspecified generic bug report." + "reason": "Broken env command vs Python 3.14 load failure are separate regressions." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Lazy loading failure and a TensorFlow backend issue from tensorboard-only installs are unrelated." + "reason": "Scheduler kwargs bug and unrelated 'racoon' report do not match." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "A general Qwen3-VL-Moe bug report is not the same as missing _tp_plan for tensor parallelism." + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "FP8 inference support for Qwen3.5 MOE is unrelated to asking about a conversion script." + "reason": "Liger Kernel/model_init bug is unrelated to FP8 inference on B200." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Lazy loading issues and unsafe sys.modules access are different code-path problems." + "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Qwen3-VL 2D bbox output errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are separate issues." } ] }, @@ -15532,18 +15452,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 49, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:31795", "issue:33453", "issue:41669", - "issue:42371", "issue:42890", "issue:43352", "issue:43408", @@ -15554,46 +15473,53 @@ "issue:43827", "issue:43874", "issue:43976", + "issue:44038", "issue:44077", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", - "issue:44360", "issue:44373", "issue:44393", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:44961", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", "issue:45362", - "issue:45468", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", - "issue:46018", + "issue:46095", "issue:46143", "issue:46144", - "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", "issue:44373|issue:44961", "issue:43576|issue:44556", - "issue:43525|issue:45850", "issue:44393|issue:45753", + "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", @@ -15603,11 +15529,11 @@ "issue:42890|issue:44908", "issue:43408|issue:44315", "issue:44704|issue:44908", - "issue:44297|issue:45230", - "issue:44295|issue:45230", "issue:43352|issue:44393", "issue:43976|issue:44393", + "issue:44297|issue:45230", "issue:43576|issue:44908", + "issue:44295|issue:45230", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -15621,291 +15547,264 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:42371|issue:44492", - "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44655|issue:44861", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:43827|issue:44492", - "issue:46018|issue:46172" + "issue:44315|issue:44829" ], - "prepared_review_unit_hash": "5361dfdb659e60c226b6e0173eb613c7d8f498caa0331f6a72298f3cdc1afbc2", + "prepared_review_unit_hash": "7225eeaefefd5ff20ec296e928e9bdd79c72b7b042249cb849f6ea3fd37ffec5", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39201, - "estimated_input_tokens": 9801, - "estimated_eval_tokens": 19858 + "soft_pair_count": 38, + "serialized_chars": 38481, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues across docs, import/export, model-config, and version-regression reports. None of the soft pairs look like the same concrete bug or change, so I rejected all of them; the best cluster representative is a broad v5-regression umbrella issue.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s recurring theme: v5 causing widespread breakage. It\u2019s more suitable as an umbrella than the narrower model- or API-specific reports.", + "summary": "This is a noisy, heterogeneous cluster: most items are broad v5 regression or import/model-specific bugs, but they do not collapse to one underlying defect. I found no true duplicate pairs among the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single issue to represent the cluster because it is open and general enough to summarize the common \u2018v5 breaks many models\u2019 regression pattern.", + "best_issue_reason": "Issue 45850 is the broadest umbrella among the set for general v5 breakage reports, but it is still too vague and spans multiple unrelated failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is a specific serialization bug; the other is an empty generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and missing TensorFlow backend handling are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model-specific issues: Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import internals, but one is lazy loading breakage and the other is unsafe sys.modules access; not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output failure is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight conversion question." + }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Docstring wording for position_ids is unrelated to the placeholder 'racoon' issue." + "reason": "Wrong position_ids docstring has nothing to do with the unrelated 'racoon' issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different code paths." + "reason": "Both mention v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility; different code paths." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same underlying problem as a broad 'many models break' report." + "reason": "Different Qwen3-VL failure modes: 2D bbox hallucination/error vs infinite loop on a specific image." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both mention Qwen3-family models, but one is a 2D box output hallucination and the other is an infinite-loop image case; not the same bug." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad multi-model v5 breakage report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance cleanup and missing GenerationMixin cache in chunked_prefill are unrelated." + "reason": "Import-star/lazy-loading performance is different from GenerationMixin cache missing during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade-incompatibility reports, but they concern different models and different failure mechanisms." + "reason": "Both are v5 checkpoint-load regressions, but they affect different models and failure mechanisms." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A missing StableLmConfig field is a model-specific config regression, not the same issue as a general v5 breakage umbrella." + "reason": "StableLmConfig pad_token_idx loss is a specific config regression, not the generic v5 breakage umbrella." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crashing is model-specific and does not match the broad general regression report." + "reason": "Qwen3.5 chat crash is a model-specific runtime issue, not the broad multi-model complaint." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "General import-star/lazy-load cleanup is unrelated to failing to import Qwen3_5ForCausalLM." + "reason": "Import latency from wildcard imports is not the same as failing to import a specific model module." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import being slow sometimes and lazy loading not working properly are related in theme, but not the same concrete bug." + "reason": "Both concern imports/lazy loading, but one reports slow imports and the other incorrect lazy loading behavior." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related flaky test failures are unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Seed-related test flakiness and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning in SAM3 is unrelated to Liger Kernel not being applied via model_init." + "reason": "Sam3 model-type warning is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different APIs and bugs." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to a generic bug report." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, not a generic report." + "reason": "AutoProcessor.cached_file kwargs passthrough is unrelated to scheduler kwargs handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attn-2 unsupported for Nemotron is unrelated to Qwen3-VL bounding-box output issues." + "reason": "Flash Attention support for Nemotron and Qwen3-VL bounding-box errors are different bugs." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output quality are unrelated." + "reason": "Python version incompatibility is unrelated to Qwen3-VL 2D output issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env CLI breakage and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Transformers env command breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star usage in models does not match a missing exported HybridCache symbol." + "reason": "Import-star performance regressions and missing HybridCache export are different import issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance cleanup is unrelated to a testing_utils bug." + "reason": "Import performance issues are unrelated to the testing_utils bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regressions, but one is import errors after upgrade and the other is a generic breakage complaint; not the same concrete issue." + "reason": "Many import errors after upgrade are broader than, but not the same as, a vague 'breaks too many models' report." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing generation cache during chunked prefill is unrelated to a typo in cache strategy docs/code." + "reason": "Chunked prefill cache issue and cache-strategy typo are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Kwargs propagation through RoFormer methods and attention-interface usage are related areas, but not the same bug." + "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are not the same concrete defect." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing image-patch helper in GLM46V is a specific multimodal bug, not the same as a broad v5 breakage issue." + "reason": "GLM46V image-patch counting bug is a specific multimodal error, not the broad v5 regression umbrella." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility problems are unrelated to a specific Qwen3_5 import failure." + "reason": "Python compatibility failure is unrelated to a missing Qwen3_5 module import." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination and Qwen3.5 MoE from_pretrained errors are different failures." + "reason": "Different Qwen3-related failures: bbox output bug vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _get_tied_weight_keys list handling are different validation/utility bugs." + "reason": "PatchTSMixer post_init validation and tied-weight-key attribute errors are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + "reason": "Doc confusion around input_ids/past_key_values is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star cleanup/performance and cache-strategy typo are unrelated." + "reason": "Import-star slowdown and cache-strategy typo are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application via model_init and flash_attention_3 degenerate training are different issues." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API migration and cache strategy typo are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command and lazy loading not working are different import/CLI concerns." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same underlying issue." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different bugs." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "transformers env CLI breakage and Qwen3_5 import failure are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Pipeline-removal docs and cache-strategy typo do not describe the same change." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 gating and a deepseek-v4 tensor transpose bug are different model issues." + "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 training degeneration." } ] }, @@ -15921,13 +15820,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 50, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-435", + "cluster_id": "cluster-10000-436", "nodes": [ "issue:30333", "issue:31515", @@ -15935,35 +15834,39 @@ "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:43668", "issue:43704", "issue:43717", - "issue:43813", + "issue:43827", "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", + "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44998", + "issue:45230", "issue:45290", "issue:45310", "issue:45468", @@ -15971,17 +15874,27 @@ "issue:46018", "issue:46095", "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:42371|issue:44492", + "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:43827|issue:44492", + "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31515|issue:31795", - "issue:43298|issue:46095", "issue:44485|issue:45468", "issue:43704|issue:44485", + "issue:43298|issue:46095", "issue:45850|issue:46218", "issue:43502|issue:43519", "issue:42371|issue:43704", @@ -16010,315 +15923,430 @@ "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" + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "bab3461598ae2b52ee307afad02f7eec566441c015fbea4cb9bcf045c358dbb0", + "prepared_review_unit_hash": "7b48def0c22ec3dbc9c21b73a4536045e37fbeae5652d6e4145b969f17dfe939", "component_budget": { - "node_count": 435, - "item_count": 435, - "soft_pair_count": 1604, - "serialized_chars": 830998, - "estimated_input_tokens": 207750, - "estimated_eval_tokens": 415756 + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 }, "budget": { - "node_count": 43, - "item_count": 43, + "node_count": 48, + "item_count": 48, "soft_pair_count": 46, - "serialized_chars": 37851, - "estimated_input_tokens": 9463, - "estimated_eval_tokens": 19182 + "serialized_chars": 40553, + "estimated_input_tokens": 10139, + "estimated_eval_tokens": 20534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only loose common thread is Transformers v5/model-loading/tokenizer regression chatter, but the soft pairs still describe different concrete bugs or feature requests, so none should be merged as duplicates. The broadest umbrella issue is the best representative, though it is not a true duplicate anchor.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45850 is the broadest umbrella here (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the repeated v5 regression theme across the set.", + "summary": "This cluster is mostly a loose collection of unrelated bugs, with a few broad v5/tokenizer/loading similarities but no safe duplicate pairs. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general 'v5 breaks many models' regression theme better than the narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent this cluster, 45850 is the most central and general; the rest are narrower manifestations or unrelated reports.", + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it spans the widest shared regression theme, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` CLI behavior is a different code path from lazy loading." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma4 audio positional encoding are unrelated model bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization and `_get_tied_weight_keys` list handling are different failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not match the specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env breakage and Qwen3_5 import failure are different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing `pipeline()` and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek shared-expert gating and a `comb.to(...).transpose(...)` bug are distinct." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different bugs in different model components: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are separate model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation is unrelated to scheduler kwargs handling." + "reason": "A processor timestamp bug is unrelated to scheduler keyword handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." + "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in dataloader threads." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a model-loading regression." + "reason": "Documentation confusion about forward arguments 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 different problems." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching audio support and a weight-conversion-script question are not the same code-path bug." + "reason": "Slow checkpoint loading and forward doc confusion are different problems." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." + "reason": "A VRAM leak and a RoPE implementation bug are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous-batching support and a DeepSeek-v4 weight conversion question are different requests." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 regression umbrella is not the same bug as missing Qwen3_5ForCausalLM import." + "reason": "Both mention broad v5 breakage/import issues, but they describe different concrete failures and fixes." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + "reason": "Unexpected network access with `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance is unrelated to a memory leak." + "reason": "TF32 configuration and VRAM leakage are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are distinct issues." + "reason": "Processor timestamp calculation and missing processor save files are different bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different bugs in different subsystems: timestamp calculation vs VRAM leak." + "reason": "Timestamp computation in a processor and VRAM leakage are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding do not match." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling is unrelated to audio positional encoding." + "reason": "GLM-MoE torch.split handling and Gemma4 audio encoding are different code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different configuration bug." + "reason": "MLA layernorm epsilon precision and Gemma4 audio encoding are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Two separate import failures for different symbols/models." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different symbols/modules." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support gap is unrelated to importing Qwen3_5ForCausalLM." + "reason": "Flash Attention 2.0 support and a module import error are different issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizers, but one is behavior drift and the other is an incorrect decoder type; not clearly the same bug." + "reason": "Both are tokenizer-v5 complaints, but one is a generic behavior regression and the other is a decoder-type mismatch; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to an off-topic/unemployment issue." + "reason": "A scheduler bug is unrelated to the nonsensical 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key crash is unrelated to chat template crashes with tool calls." + "reason": "Tied-weight key handling and `apply_chat_template` tool-call crashes are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied-weight-key list handling are different config/runtime errors." + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weight key attribute handling." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "A VRAM leak is unrelated to the off-topic issue." + "reason": "VRAM leakage and the unrelated 'Unemployment' issue have nothing in common." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder-type bug is unrelated to the off-topic issue." + "reason": "Tokenizer decoder-type mismatch and the unrelated 'Unemployment' issue are not related." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to the off-topic issue." + "reason": "Import-star cleanup and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are not the same failure." + "reason": "Checkpoint loading slowness and a missing `layer_type_validation` import error are different failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor files are different features/bugs." + "reason": "FP8 support and missing `processor.save_pretrained` files are unrelated." }, { "left": "issue:44998", "right": "issue:46218", "accept": false, - "reason": "Off-topic issue and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "The unrelated 'Unemployment' issue and a Qwen import failure are clearly not duplicates." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint load slowness." + "reason": "MLflow job-reporting failure and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained failure are not the same concrete bug." + "reason": "FP8 support request and Qwen3.5 from_pretrained regression are not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "General checkpoint loading slowness is not the same as tokenizer-loading regression." + "reason": "Tokenizer-loading regression and slow checkpoint loading are only broadly related to loading, not the same defect." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio support and FP8 inference support are unrelated." + "reason": "Audio continuous batching and FP8 inference support are separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface are different model-specific changes." + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + "reason": "Mask2Former ignore_value usage and DeepSeek shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type hint issue is unrelated to tokenizer regex warnings." - }, + "reason": "A ModernBERT type-hint issue and tokenizer regex warnings 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": 17, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "ac454a3f7ad6c911c8ea2d6566576d4f419dd2f7b95bd97f4a2749851bc80bb5", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6637, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not look like duplicates of one another; they span unrelated model bugs, config/type-hint fixes, tokenizer warnings, and an attention-interface change. No soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to separate bug reports/fixes rather than one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:42936", - "right": "issue:43240", + "left": "Mask2former model's ignore_value not used after definition", + "right": "kwargs are not passed to loss calculation function.", "accept": false, - "reason": "Mask2former ignore_value and loss kwargs propagation are different bugs." + "reason": "Different failure modes: one is about an unused Mask2Former ignore_value, the other is about missing kwargs propagation into a loss function." }, { - "left": "issue:43240", - "right": "issue:46144", + "left": "kwargs are not passed to loss calculation function.", + "right": "RoFormer attention implementation does not use attention interface", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention interface usage." + "reason": "Both mention wiring/propagation, but they target different code paths and subsystems: loss-call kwargs vs RoFormer attention API usage." }, { - "left": "issue:42936", - "right": "issue:44031", + "left": "Mask2former model's ignore_value not used after definition", + "right": "All tokenizers raise incorrect regex pattern warning after version 4.57.3?", "accept": false, - "reason": "Mask2former ignore_value is unrelated to tokenizer regex warnings." + "reason": "Unrelated areas: segmentation model loss handling versus tokenizer regex warnings." }, { - "left": "issue:42936", - "right": "issue:46144", + "left": "Mask2former model's ignore_value not used after definition", + "right": "RoFormer attention implementation does not use attention interface", "accept": false, - "reason": "Different subsystems and failure modes: segmentation ignore_value vs attention interface." + "reason": "Different models and different bugs; no evidence they are the same underlying change." }, { - "left": "issue:42936", - "right": "issue:43813", + "left": "Mask2former model's ignore_value not used after definition", + "right": "Typo - should be \"orig_conversion.quantization_operation\"", "accept": false, - "reason": "Mask2former ignore_value is unrelated to the orig_conversion typo." + "reason": "One is a model runtime issue, the other is a simple typo in a quantization-related string/path." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "kwargs are not passed to loss calculation function.", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", "accept": false, - "reason": "Loss kwargs handling and a type-hint correction are different issues." + "reason": "Loss-function argument forwarding is unrelated to a config type-hint correction." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "ModernBERTConfig `norm_eps` type hint is incorrect", + "right": "Typo - should be \"orig_conversion.quantization_operation\"", "accept": false, - "reason": "Incorrect type hint and a typo in a conversion path are unrelated." + "reason": "Both are small correctness fixes, but they concern different files and different kinds of mistakes." }, { - "left": "issue:37934", - "right": "issue:43668", + "left": "Is Llama4TextL2Norm meant to be RMS norm?", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", "accept": false, - "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERTConfig type hints." + "reason": "One questions a normalization implementation choice; the other is purely a type annotation issue." }, { - "left": "issue:42936", - "right": "issue:43668", + "left": "Mask2former model's ignore_value not used after definition", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", "accept": false, - "reason": "Mask2former ignore_value and ModernBERT norm_eps type hints are unrelated." + "reason": "Different model families and different bug classes; no shared concrete code path." } ] }, @@ -16351,52 +16379,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "678d25dc7fbddee73b8e75e4c8cf7c03f7f730b86cd459d2781333538fda0c7e", + "prepared_review_unit_hash": "699e8cb25e33c201923e2096ff48eb6e52b1bb2730c4855b50d47428de842e80", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests across different parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No duplicate cluster is present; all soft links should be rejected.", + "summary": "These three issues are unrelated: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler feature request, and Wav2Vec2 word boundary offsets. This is not a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, with a clear API change proposal and specific truncation behavior described.", + "canonical_issue_reason": "No canonical issue: the items cover three different feature requests/bugs with no shared underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #10519 is the best representative if a single issue must anchor the cluster, because it is the most specific and actionable of the three.", + "best_issue_reason": "No single best issue for deduplication; none of these is a representative duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and problems: tokenizer truncation vs Wav2Vec2 alignment offsets. No shared bug or change target." + "reason": "Different domains and requests: token truncation direction vs Wav2Vec2 word offset timing." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduling functionality. Not the same underlying issue." + "reason": "Unrelated functionality: tokenizer truncation behavior vs learning-rate scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A scheduler feature request and a Wav2Vec2 word-timing request are distinct and do not describe the same bug or change." + "reason": "Different problems in different subsystems: scheduler logic vs speech model word offsets." } ] }, @@ -16428,7 +16456,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f97000b2762e4b233a937db7a3d5b1357dbb83c89306b6bedade14e36f38c535", + "prepared_review_unit_hash": "f7642506f1fcb36f2fbffc84f5a3305cb304fc4eb18d2c9b873609d92d6e800b", "component_budget": { "node_count": 3, "item_count": 3, @@ -16450,24 +16478,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are only loosely similar around model/tokenization/loading, but they describe different problems: tokenizer mismatch, private-model auth/download messaging, and a Bert model load failure. I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical duplicate exists; the issues target different failure modes and user experiences.", + "summary": "These issues do not look like duplicates of the same underlying bug. They cover three different areas: Tapas tokenization, private-model auth/error messaging, and a generic model-loading failure.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the broadest user-facing model-loading problem, but it is still not the same bug as the other two and should not be treated as a duplicate hub.", + "best_issue_reason": "issue #16618 is the broadest and most representative of the cluster, but only as a general model-loading topic; it still does not match the other two issues closely enough to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior for Tapas is a different code path from a generic \"can't load model\" failure; the titles indicate unrelated bugs." + "reason": "Tapas tokenization mismatch is a different code path than a failure to load bert-base-uncased; they are not the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is an auth/error-message problem for private model downloads, the other is a model-load failure for bert-base-uncased; they are not the same underlying issue." + "reason": "One is about a bad unauthenticated-private-model download error message, the other is a generic model load failure; related at most by broad loading UX, not the same underlying issue." } ] }, @@ -16497,7 +16525,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f95bd5a63e0a459e62c39cda234fbfb86e7252b04ddf25b5cebd4fe9fcd7adf6", + "prepared_review_unit_hash": "fa40bf5723db2e246badb57601dc97dc97849135d0d30d4d449e5a513f616024", "component_budget": { "node_count": 2, "item_count": 2, @@ -16519,18 +16547,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both community contribution feature requests about adding support for more architectures, but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is the more established representative of the cluster, with much higher discussion activity and a broader architecture-support framing.", + "summary": "The two issues request support for different features in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying task.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the best issue anchor because it is the most actively discussed and serves as the clearest representative of the feature-request theme.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these request different capabilities (Flash Attention 2 support vs GGUF support). They are related only at a high-level theme of broader architecture support, not the same underlying change." + "reason": "Different feature requests with different code paths and deliverables; sharing the broad theme of architecture support is not enough to treat them as the same issue." } ] }, @@ -16590,7 +16618,7 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "81a2c3ba5a52775e54bdfa044595db725af5a14ba39fddea7ad02a240a0a90cc", + "prepared_review_unit_hash": "64bb178d61a321eb715688dd55b854d0fa082617b687232b99fcea55e377dd00", "component_budget": { "node_count": 8, "item_count": 8, @@ -16612,162 +16640,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly template-shaped i18n doc-translation requests, but they target different languages, so they are not true duplicates. The high similarity is caused by the shared issue template rather than the same underlying request.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical duplicate: the issues request translations into different languages, so they should not be collapsed into one ticket.", + "summary": "This cluster is dominated by repeated i18n documentation-translation requests, but the concrete language targets differ (Turkish, Spanish, Romanian, and a Thai-text issue), so they should not be deduplicated as the same underlying issue. The generic placeholder-titled issues also look like separate template instances rather than one duplicate report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated generic i18n template-style issues, but only as a cluster exemplar\u2014not as a true duplicate of the language-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the cleanest representative of the generic translation template, but it is not a safe duplicate canonical for the language-specific requests.", + "best_issue_reason": "issue:43834 best represents the recurring template pattern in this cluster; it is the most canonical-looking instance of the generic placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; same template wording is not enough to make them the same request." + "reason": "Different language-targeted translation requests; same broad docs theme is not enough to dedupe." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different target languages; these are separate localization requests." + "reason": "Different language request; no evidence they are the same underlying translation task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. another language request; not the same underlying issue." + "reason": "Different language-targeted issue; only the template wording overlaps." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language-specific translation request, despite similar template text." + "reason": "Turkish-specific request vs generic placeholder title; similar template, not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages; should remain separate tickets." + "reason": "Turkish and Romanian translation requests are distinct." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct." + "reason": "Turkish and Spanish translation requests are separate language tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request versus generic template issue; not the same underlying ticket." + "reason": "Spanish-specific request vs generic placeholder; shared template text only." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different languages; same template does not imply duplication." + "reason": "Different language-targeted translation request; not the same bug/change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs. Romanian translation requests are distinct." + "reason": "Spanish and Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language targets; not mergeable as one issue." + "reason": "Different language requests; no concrete same-target evidence." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Both are translation requests, but for different languages." + "reason": "Romanian-specific issue vs generic placeholder wording; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different target languages; not the same request." + "reason": "Romanian request and generic placeholder issue are not clearly the same task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request versus another language request; reject duplicate." + "reason": "Romanian-specific request vs generic template issue; only superficial similarity." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Template similarity only; the language targets differ." + "reason": "Romanian-specific request vs generic placeholder; same family, different issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "The Thai-text issue is not the same underlying translation request." + "reason": "The Thai-text issue is unrelated to docs translation to Romanian." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These share a template, but the actual language requests are different." + "reason": "Both are generic placeholder titles, but there is no evidence they refer to the same underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template issue versus a specific language request; not duplicates." + "reason": "Template-like titles match broadly, but the underlying issue is not demonstrated to be the same." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Different target languages; reject duplicate." + "reason": "Same generic template pattern, but not enough to call them duplicates." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "The Thai-language text appears unrelated to the generic translation template request." + "reason": "Generic template issue vs unrelated Thai-text issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Different language targets; same template wording is not sufficient." + "reason": "Both are generic placeholder issues, but they still look like separate instances rather than one concrete bug." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "These are separate translation requests for different languages." + "reason": "Shared template wording only; no same underlying translation target shown." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different underlying request; 46226 is not the same translation ticket." + "reason": "Unrelated Thai-text issue; not the same translation request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "The issues are template-similar but language-specific and distinct." + "reason": "Generic placeholder titles do not establish a single duplicate issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different target languages / content; not a duplicate." + "reason": "Generic translation-template issue vs unrelated Thai-text issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Not the same translation request; the Thai-text issue should not be merged with the generic template issue." + "reason": "The generic i18n template issue and the Thai-text issue are not the same underlying change request." } ] }, @@ -16846,12 +16874,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "ea49018406060fb9d9e9a07fc06af4a784e4ca2948c55a951ada51689b5d53eb", + "prepared_review_unit_hash": "a7f1f544b243e402bd7bfa9c8a1ba153501d7c1f40add9e20be9f66b04526acf", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, + "serialized_chars": 21655, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -16859,7 +16887,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, + "serialized_chars": 21655, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -16868,228 +16896,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are all model-add/support requests, but they refer to different models and often different modalities or architectures. They look cluster-similar by template, not duplicates, so all soft edges are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43671 is the most cluster-central exemplar by connectivity and generic 'support' wording, but it is still a specific TTS request rather than a duplicate of the others.", + "summary": "These are mostly templated model-support requests across different architectures, tasks, and model families. The soft similarities are topical, not true duplicates, so none of the pairs should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43671 is the best cluster representative only because it is active and centrally linked among the model-request issues, but it is still a distinct Qwen3-TTS request rather than a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the best representative anchor for this cluster because it is broadly phrased and highly connected, though it does not subsume the other distinct model requests.", + "best_issue_reason": "issue:43671 is the strongest issue representative by activity and connectivity, but the cluster does not contain a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models (EuroBert config vs DEIMv2); only share a generic model-request pattern." + "reason": "Both are add-model requests, but EuroBert and DEIMv2 are unrelated architectures." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated models/modalities." + "reason": "Different model families and tasks; BERT encoder vs Qwen3 TTS." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model names and targets; no evidence they describe the same change." + "reason": "EuroBert config support vs RF-DETR model addition; unrelated models." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model additions." + "reason": "RF-DETR detection model vs DEIMv2; different architectures." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection and LFM2.5 Audio are different model families and tasks." + "reason": "Object detection model vs LFM2.5 audio model." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer request are not the same underlying model support." + "reason": "Detection model vs weight-sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are separate model requests." + "reason": "Detection model vs Qwen3-ASR speech model." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated beyond both being model requests." + "reason": "Detection model vs Qwen3-TTS speech model." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR target different architectures and modalities." + "reason": "NeoBERT request vs Qwen3-ASR; different model and modality." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity transformer are different model additions." + "reason": "NeoBERT vs weight-sparse transformer; unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT vs LFM2.5 Audio; different families and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct models with no shared concrete code-path problem." + "reason": "RF-DETR vs NeoBERT; separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different additions; similar naming only." + "reason": "NeoBERT vs ModernVBERT; both BERT-like, but not the same model." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are separate model requests." + "reason": "MiniCPM3 architecture vs Qwen3-ASR; distinct requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and weight-sparse transformer are not the same change." + "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model families." + "reason": "MiniCPM3 vs ModernVBERT; different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS request do not describe the same support work." + "reason": "MiniCPM3 vs Voxtral TTS; different tasks and models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + "reason": "DEIMv2 vision model vs Qwen3-TTS speech model." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct additions." + "reason": "ModernVBERT vs Qwen3-ASR; only broad language support in common." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT vs Qwen3-TTS; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE models overlap only loosely in naming, not in concrete change." + "reason": "ModernVBERT vs generic BERT-like RoPE discussion; not the same request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model additions." + "reason": "Generic BERT-like RoPE issue vs Voxtral TTS support; different scope." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are Qwen3 speech requests, but TTS and ASR are different concrete model supports." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests but separate speech modalities." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + "reason": "Qwen3-TTS vs Voxtral TTS; different models, not the same support change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 are different code paths and model types." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; speech vs OCR." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR vs EUPE; different modality and architecture." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests, not the same change." + "reason": "ASR model vs LFM2.5 Audio; separate model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model vs multimodal segmentation/text." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model additions." + "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio-related but distinct models." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are different architecture requests." + "reason": "Weight-sparse transformer vs EUPE; unrelated architectures." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." + "reason": "ASR model vs weight-sparse transformer; different code paths." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different models and different speech tasks." + "reason": "ASR support vs Voxtral TTS; different speech models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS have no overlap in model family or support path." + "reason": "NeoBERT vs Voxtral TTS; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR2 support are distinct model integrations." + "reason": "ASR model vs DeepSeek-OCR2; different task and model." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests from different authors and domains." + "reason": "EUPE and TIPSv2 are different vision-language architectures from different orgs." } ] }, @@ -17119,7 +17147,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "51ed937a8bceee900d9658066b82c70c72e827acac6cd0e991e85f27eb88ce24", + "prepared_review_unit_hash": "860e51c3c2f062b5cbdb466b02fd21e6c1fec278f71d3e3fd238b40b6f889195", "component_budget": { "node_count": 2, "item_count": 2, @@ -17141,18 +17169,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 model support. They describe different features with no shared targets or code-path overlap.", + "summary": "The two issues are unrelated: one asks for block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same bug or change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical candidate for this cluster because they concern unrelated functionality and there is no evidence they refer to the same underlying bug or change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and context point to different requests\u2014block decoding versus DeepSeek v3.2 support\u2014with no explicit linkage or overlapping implementation target." + "reason": "Different feature areas and problem statements; no shared code-path, explicit target, or concrete change overlap indicating the same underlying issue." } ] }, @@ -17182,12 +17210,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5ff8c3c6dc3a756c74dcb8fd36f39fbee6432c62d979b2b7bc16478b38bc48dc", + "prepared_review_unit_hash": "cd4532245f96a9f1fb13198b7a9bf06f861a08e6c7780a688478b06a3f6d51b0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17195,7 +17223,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17204,18 +17232,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more specific Trainer API/customization problem and is better aligned with the cluster\u2019s only soft similarity signal.", + "summary": "These are related Trainer customizability requests, but they target different behaviors: unused-column handling versus FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43598 is the broader and more concrete Trainer customization request, so it is the better representative issue for this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative because it states a concrete Trainer setting (`remove_unused_column`) and a focused customization request.", + "best_issue_reason": "issue:43598 is the best single issue to keep as the cluster representative because it describes a clearer, more actionable Trainer behavior change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related only at the broad theme of custom trainers/Trainer internals; one concerns input-column pruning customization, the other FLOPS accounting. Different underlying bugs." + "reason": "Both concern Trainer customization, but one is about `remove_unused_column` and the other about FLOPS estimation for custom trainers; they are different code-path problems." } ] }, @@ -17245,7 +17273,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "5953fe5f124d55dd5978c0b205aa9c930734fa3c99335d7f6b78ed85bb348363", + "prepared_review_unit_hash": "f4704ec21a60b1d41b436b284cc44ef1c14690376c2d99a62f1108c45ccd45e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -17267,18 +17295,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen variants and different AutoModel entry points, so they do not describe the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43684 is the broader auto-class registration request and is the better representative of the cluster, but it is not a duplicate of 44405.", + "summary": "These are separate feature requests for different model families and different auto-class heads, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43684 is the more general and foundational request (AutoModel / AutoModelForConditionalGeneration registration) compared with 44405\u2019s narrower sequence-classification support request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different target auto classes: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. They do not look mergeable into one single fix." + "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model/config and task head, so not the same bug/change." } ] }, @@ -17315,76 +17343,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "0db7171a78ffb0e95618b4926a7f6ef1213491e75347aaaf70be78a0eeaf3b38", + "prepared_review_unit_hash": "09a78a47498bba7e066fd97c69e2aba636d78da99c0769a4c4db4d97d7c837dd", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4255, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4255, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface \" look like likely duplicates of the same report; issue 43835 titled \"Fett\" does not look related. Among the huggingface items, 43859 is the best representative because it has the only discussion activity.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43859 is the best canonical issue among the near-identical \"huggingface \" reports because it has discussion activity and is as representative as the other two.", + "summary": "This cluster is mostly a repeated \"huggingface\" issue set, with one outlier titled \"Fett\". The identical/near-identical huggingface issues are the likely duplicate group; the \"Fett\" issue does not look related.", + "confidence": 0.67, + "canonical_issue_reason": "43845 is the best representative of the repeated huggingface-title group: it is the earliest of the near-identical reports and has the same topic as 43846/43859.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the strongest issue candidate overall: same title as the other likely duplicates and slightly more evidence of engagement. issue:43835 has a different title and no visible linkage.", + "best_issue_reason": "43845 is the strongest cluster anchor because it matches the repeated title pattern and appears to be the earliest of the duplicate-looking issues; 43835 is title-wise unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no content suggesting the same underlying problem; too little evidence to merge as duplicates." + "reason": "Different titles and no body/details tying \"Fett\" to the huggingface reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete description tying them to the same issue." + "reason": "Different titles with no evidence they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles with no shared details beyond generic similarity." + "reason": "Different titles and no concrete shared bug/change signal." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, similar minimal body length, and no evidence of distinct topics; these look like duplicate reports." + "reason": "Same title, same general content footprint, and created within seconds; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and similarly sparse content; likely the same report duplicated." + "reason": "Exact same title and no distinguishing metadata suggesting a different issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and similarly sparse content; likely the same report duplicated." + "reason": "Exact same title and no evidence they are about different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have stronger similarity than 43835, while 43835 has a different title and no linking evidence. The canonical choice of 43859 is also conservative and supported by its lone discussion activity. No overstatement stands out." + "feedback": "The summary is grounded in the packet: three issues share the same title ('huggingface '), while 'Fett' is clearly different. The duplicate-group characterization is conservative enough given the available evidence, and the soft-edge decisions do not overstate certainty. One minor caveat is that the reasoning mentions content footprint without body text, but it does not materially overclaim beyond the packet." }, "evaluator_used": true, "retried": false, @@ -17422,95 +17450,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "67e80d0b62bf45070d2e7edf282c975ec418404e9361b7baf02e4b705e37bae1", + "prepared_review_unit_hash": "5ad80909a4f6d03e50f91e43ac32849ac847afa3cee7c8a407f572f22c99ffae", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-information/spam-like issues with no concrete bug reports or shared technical evidence. I do not see a defensible duplicate relationship between any pair.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44418 is the least empty of the set and has the only vaguely substantive title; the others are generic spam titles or linkbait with no actionable problem statement.", + "summary": "This cluster is mostly noisy, low-information issues with only a small exact-duplicate spam subgroup. The documentation request and the \"Check out \\\"Google LLC\\\"\" item do not look like the same underlying issue as the spam placeholders.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44371 is the earliest generic \"\" report and is the broadest anchor for the exact spam-placeholder subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the best representative purely by being the most descriptive and least obviously spammy, though it still lacks real bug detail.", + "best_issue_reason": "issue:44371 is the best overall representative among these issues because it is the earliest and most generic spam placeholder; the others are either similar spam placeholders or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are just '' with no body/context; identical placeholder titles are not enough to prove the same underlying issue." + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same generic spam title, but no technical content or shared target to show a real duplicate." + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam placeholder text and the other is a generic documentation suggestion; they do not describe the same issue." + "reason": "\"\" and \"Documentation Enhancement Suggestion\" are different request types and do not indicate the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' look like separate spam entries, not the same bug or change." + "reason": "Both may be low-quality reports, but the titles are different and there is no concrete evidence they describe the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder issue." + "reason": "A documentation enhancement request is not the same as a generic spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond both being low-quality issues; not enough to merge as duplicates." + "reason": "A documentation enhancement request is not the same as a generic spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Both have the same placeholder title, but there is no body evidence that they report the same concrete problem." + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely duplicate spam submissions." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus linkbait-style title; no shared bug/change description to justify duplicate status." + "reason": "The titles differ materially and there is no evidence they are the same underlying report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles suggest different spam content, not the same underlying issue." + "reason": "The titles differ materially and there is no evidence they are the same underlying report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the unrelated items. Choosing issue:44371 as the representative/canonical node is reasonable because it is the earliest exact-title spam placeholder, and the accepted spam-placeholder pairings are supported by the identical title and matching minimal body length. No PR-related issues are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17533,12 +17564,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "02462a20ef5612351e9125fd9648e65fa7de878b208dc187391d452dd2bf232f", + "prepared_review_unit_hash": "c87e2ea3e88ed856f23eae5ccb7d2eba0695f78f5ae4f292ef4cc00a67d7907d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17546,7 +17577,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17555,27 +17586,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues look like a likely duplicate pair: they have the same title and very similar body length/metadata, with #45145 appearing first. The available evidence is enough to favor #45145 as the canonical issue, but we do not have body-content comparison, so the match should be treated as probable rather than certain.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created first and already has an inbound reference, while #45151 has the same title and no distinguishing context in the available metadata.", + "summary": "These two closed issues are near-identical duplicates with the exact same title and very similar body length, so they appear to describe the same underlying request; issue #45145 is the better canonical since it was created first and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has inbound references, making it the better canonical representative for this duplicate issue pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best single issue representative since it is the earliest report and has slightly more linkage activity, while the other issue appears to be the later duplicate candidate.", + "best_issue_reason": "#45145 is the strongest issue to keep as the primary record because it predates #45151 and appears to be the same report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and very similar issue metadata/body length strongly suggest the same report, although we cannot directly compare full bodies here." + "reason": "Same title, same apparent topic, and no distinguishing details suggesting separate issues; these look like duplicate reports of the same request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports a strong duplicate suspicion, but the analyst overstates the evidence. We only have matching titles and similar body lengths/metadata, not body-content comparison, so phrases like \"near-perfect duplicates\" and \"same apparent report with no meaningful differences\" are too strong. The soft-edge acceptance should be more conservative given the limited evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: the issues share the exact same title, have very similar body lengths, and #45145 is earlier with one inbound reference. The duplicate/canonical choice is stated conservatively enough given the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17653,7 +17684,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "7300c5faf9f2a6e44399bd43c31d6a631ec97c5138bbb7df5d39c53b422f6506", + "prepared_review_unit_hash": "739979f9bf9991fc0485f8bccea1d0d138eb44a122213daa8466287b934f07a3", "component_budget": { "node_count": 2, "item_count": 2, @@ -17675,18 +17706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate 4-bit inference bugs in the same general BitsAndBytes area, but with different failure modes and likely different code paths: Gemma4 audio-module uint8/torch.finfo TypeError vs. llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45674 is the more concrete, broadly actionable report because it names the exact configuration interaction and failure mechanism, making it a better anchor for deduping related BitsAndBytesConfig regressions.", + "summary": "These are related only at a high level (4-bit inference), but they describe different failure modes in different code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the reports describe distinct bugs with different triggers and fixes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best representative of the cluster since it precisely describes the bug trigger and expected behavior around 4-bit inference exclusions.", + "best_issue_reason": "Issue 45674 is the better tracker if one must be chosen because it is open, explicit about the regression mechanism, and likely easier to act on; however, it does not subsume issue 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying failures: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They only overlap at a high level (4-bit inference/BitsAndBytes)." + "reason": "Reject: both concern 4-bit inference, but the underlying bugs differ\u2014one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError." } ] }, @@ -17716,7 +17747,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "019253cf2bc83cfa6b9fc5a8066ab63ee74f5342746a840e99c96cfe3d5de059", + "prepared_review_unit_hash": "e8e186518237bc678b55bf0b9af5a6f6cee21544c4b9770389bf879426cbc9c7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17738,8 +17769,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates of the same underlying bug or request; they appear to be unrelated entries consisting only of personal names and dates.", - "confidence": 0.97, + "summary": "These two closed issues are not duplicates; they are unrelated personal-name/date entries and look like spam or test noise rather than the same bug report.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17749,7 +17780,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "No shared bug report, code path, or explicit linkage; the titles are just different personal-name/date strings and do not indicate the same issue." + "reason": "Only weak textual similarity in the names/date pattern; the issues do not describe the same problem or request." } ] }, @@ -17779,7 +17810,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "b622e9b9f796a7fd3c5036378f8fd9b475e9385445bfed8a006deb3202c59514", + "prepared_review_unit_hash": "e7767a6df006d979a18ec239ccf50bbaaad295a7608ea883474515644b6d8d3a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17801,18 +17832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just short personal-name/date titles with no body, links, files, or shared targets. There is no evidence they describe the same bug or change, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Two closed issues with only personal-name/date titles and no body or metadata indicating a shared bug or request. They do not appear to be duplicates or part of the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue exists; both items lack any bug-report content and appear unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles only share a surname pattern and dates; there is no issue body or supporting evidence that they refer to the same underlying problem." + "reason": "Different named subjects and dates, with no discussion, links, or shared technical context; not the same underlying issue." } ] }, @@ -17852,91 +17883,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "8dfdcd5b0cdcb6700becd9bee21a2e01813acf73bab0105c13857302d00de255", + "prepared_review_unit_hash": "033f3a258fc46d852d44f6faac590f57038056800e4dcf0dab89c7ddac0af40d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate pairs: 45870/45871 share the exact same example title, and 45872/45873 share the exact same DataForge scraping-service title. Issue 45869 looks related only by broad financial-data wording, not the same underlying request.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45870 is the best canonical choice for the first duplicate pair because it is the earliest of the two identical 'Example: Financial time series prediction with DataForge' reports.", + "summary": "This cluster appears to contain two likely duplicate issue pairs based on identical titles and matching body lengths: 45870/45871 and 45872/45873. 45869 looks like a separate dataset promotion, so the cluster is mixed rather than a single unified thread.", + "confidence": 0.83, + "canonical_issue_reason": "45870 is the best canonical issue for the financial-time-series example pair because it is the earliest of the two near-identical reports; the match is based on metadata only, so this should be treated as a likely duplicate rather than a proven exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the strongest representative issue in this set, but only for its exact duplicate pair; 45869 and 45872/45873 describe different topics, so there is no single issue that cleanly covers the whole cluster.", + "best_issue_reason": "45870 is the best single issue representative for the cluster because it is the earliest of the likely duplicate financial-example pair, while 45869 is a separate dataset post and 45872/45873 form a different scraping-service-related pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Both mention financial data, but one is a dataset listing and the other is an example request; not the same underlying issue." + "reason": "Finance-related wording overlaps, but one is a dataset promotion and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: broad domain overlap only, no evidence they describe the same request." + "reason": "Same as 45869/45870: topical similarity only, not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and apparently same content; these are duplicates of the same example issue." + "reason": "Very likely duplicate: identical title and matching body length, and both appear to be the same DataForge financial example thread." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Example prediction request versus scraping-service request; related theme, but different concrete work." + "reason": "Both mention DataForge/financial time series, but 45872 adds a scraping-service component, so this looks like a different request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Example prediction request versus scraping-service request; not the same bug/change." + "reason": "Same as 45870/45872: related theme, but not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topics despite shared DataForge/financial wording." + "reason": "Broad topic overlap only; one thread is the financial example, the other includes a scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete topics despite shared DataForge/financial wording." + "reason": "Broad topic overlap only; not enough evidence that these are the same issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and likely same body; these are duplicates of the same DataForge scraping-service issue." + "reason": "Very likely duplicate: identical title and matching body length, indicating the same scraping-service/DataForge request." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the two exact title matches with identical body lengths reasonably support the two duplicate pairs, and 45869 is appropriately left as only loosely related. The soft-edge verdicts are conservative overall and do not overstate the evidence." + "accept": false, + "feedback": "The cluster-level summary is mostly reasonable, but it overstates the evidence in the packet. We only have titles and body lengths, not body text, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet supports. Likewise, saying the cluster \"centers on\" the 45870/45871 thread is too assertive given that the cluster also includes a separate financial dataset post and a separate DataForge/scraping-service thread. The soft-pair rejections are appropriately conservative, but the duplicate/cluster-summary language should be hedged." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17992,160 +18023,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e837d3968f90e66239adefa84f98a77dddb63bdec1867e84965e3772daeb757c", + "prepared_review_unit_hash": "c93ccec4f49c1f0931b6fce6e441cc76a007f899af9d300216a770b610d67665", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40311, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40311, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs linked only by loose title/scope similarity. The only true duplicate pair is the two fixed_cross_entropy patches (43251/43254); the rest are distinct model additions, docs/tests, or kernel/refactor changes.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous: model additions, unrelated fixes, docs, and kernel-routing changes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs for issue 43240; everything else should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the only real duplicate pair: it explicitly targets issue 43240 and makes the same fixed_cross_entropy kwargs change as 43254.", + "canonical_pr_reason": "PR #43251 is the better canonical representative for the duplicate loss-utils fix because it has the explicit issue link, a clearer intent statement, and a slightly more complete implementation path.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best cluster representative because it is the only clearly duplicated code-path fix and has the most concrete issue linkage; the other PRs are unrelated to it.", + "best_pr_reason": "PR #43251 is the strongest standalone PR in the cluster: concrete bug fix, explicit tracking issue, and focused scope. The other PRs are unrelated to this code path.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated: new VideoPrism model docs/code vs an Executorch dynamic-shape export test." + "reason": "Both are unrelated feature/test PRs; they do not fix the same code-path problem." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated: Mistral tokenizer method additions vs an Executorch export test." + "reason": "Tokenizer method additions vs executorch dynamic-shape testing are different changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: tokenizer API cleanup vs adding a new MobileLLM model." + "reason": "Mistral tokenizer methods and a new MobileLLM model are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: processor auto-loading robustness vs adding a new MobileLLM model." + "reason": "Processor robustness work and a new model addition are not the same underlying bug/change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: cross-entropy kwargs fix vs adding a new MobileLLM model." + "reason": "Loss-function keyword passthrough and model creation are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Unrelated: loss utility fix vs Mistral4 test/model work." + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes do not address the same issue." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Unrelated: Executorch export test vs Mistral4 tests/model changes." + "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 test/compatibility fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: Executorch export test vs adding a new MobileLLM model." + "reason": "Executorch testing and MobileLLM implementation are different areas and problems." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Unrelated: new model addition vs a config-resolution bug fix." + "reason": "New model implementation and config-resolution order fix are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Unrelated: new MobileLLM model files vs Falcon output-collection refactor." + "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Unrelated: Falcon refactor vs a model-creation skill/tooling change." + "reason": "Falcon refactor and model-creation skill docs do not target the same code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Unrelated: Falcon refactor vs Mistral4 test/model fixes." + "reason": "Falcon output-interface refactor and Mistral4 tests are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Unrelated: Mistral4 test/model work vs a CLIP-like weight-renaming cleanup." + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different bugs/changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Unrelated: Mistral4 test/model work vs chat parsing/serve updates." + "reason": "Mistral4 tests and serve chat parsing updates are unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Unrelated: Mistral4 test/model work vs TDT loss kernel integration." + "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Unrelated: Mistral4 test/model work vs config-resolution ordering fix." + "reason": "Mistral4 tests and `cls.config` resolution ordering do not overlap." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Unrelated: Mistral4 test/model work vs model-creation skill tooling." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Unrelated: adding MobileLLM vs model-creation skill/tooling change." + "reason": "A new model implementation and a model-creation skill doc are not the same bug/change." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel routing, but they implement different kernels for different features and are not the same bug/change." + "reason": "Both touch hub-kernel plumbing, but they fix different kernels and different behaviors; too broad to merge as duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix: both extend fixed_cross_entropy to pass supported cross_entropy kwargs in the same code path, and they could plausibly be merged into one PR." + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` bug in `loss_utils.py` by adding support for forwarding kwargs like `weight` and `label_smoothing`." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet: most pairs are only soft-similarity and are reasonably rejected as unrelated, while 43251/43254 are the clear same-bugfix duplicate pair (same target issue 43240, same file, same cross_entropy kwargs fix) and look mergeable into one PR. No obvious evidence overstatement." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair in the cluster is the fixed_cross_entropy/loss_utils pair (43251, 43254) with the shared issue target 43240. The other pairwise rejections are supported by the filenames and diffs, and no soft-edge verdict overstates duplication." }, "evaluator_used": true, "retried": false, @@ -18172,7 +18203,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "94a3dd415ac2c0fbaf0e7211e604c07170b2b263c7e8f5c15d7781a762785fa2", + "prepared_review_unit_hash": "66813090cd679c98a7b23d298050fe9229613945d93b53dd102bb6d118999f44", "component_budget": { "node_count": 2, "item_count": 2, @@ -18194,18 +18225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice PRs overlap in model/docs infrastructure, but they are not the same underlying change: #40546 is the initial VibeVoice integration, while #42781 adds a realtime variant plus an acoustic tokenizer and generation updates. They should not be merged as duplicates.", - "confidence": 0.87, + "summary": "Two PRs for the VibeVoice family: one for the base implementation and one for a realtime extension. They overlap in scaffolding but are not the same concrete change, so they should not be deduplicated.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader foundational VibeVoice implementation and is the better canonical representative of the base model integration.", + "canonical_pr_reason": "PR 40546 is the broader, earlier core VibeVoice implementation and is the more natural representative for this cluster; PR 42781 is a later draft focused on realtime additions.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core VibeVoice support; #42781 is a separate follow-up feature rather than a duplicate fix.", + "best_pr_reason": "PR 40546 best captures the main underlying VibeVoice integration effort, with more maturity and broader scope than the realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: both touch shared VibeVoice files, but #40546 implements the initial VibeVoice model while #42781 adds VibeVoice Realtime and an acoustic tokenizer. These are related extensions, not the same concrete bug/change, and they would not plausibly be merged into one PR without combining distinct features." + "reason": "Reject: 42781 is a realtime-specific extension that adds an acoustic tokenizer and generation changes, not the same concrete bug or change as the base VibeVoice implementation in 40546. Shared files reflect common model scaffolding, not one mergeable duplicate PR." } ] }, @@ -18235,7 +18266,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9eeb807cc6450e2f530402e05dc09ee0c0cb886e4a2ac53e961e93afe7b7d4ce", + "prepared_review_unit_hash": "8a6f53de67a96709971b88c1dce7072ee76f004a174af619c6c3a57fa77d016e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18257,18 +18288,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, and the other adds DINOv3 image classification support. They do not fix the same underlying bug or implement the same change.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different features, so this is not a duplicate cluster.", + "canonical_pr_reason": "No canonical PR: these changes target different code paths and different models, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR #41224 is slightly more self-contained, but there is no meaningful global best PR for this cluster.", + "best_pr_reason": "Neither PR is suitable as a cluster representative because there is no underlying shared bug or merged change to canonicalize.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "TimesFM covariate forecasting and DINOv3 image classification are unrelated changes touching different model families and code paths; they are not plausibly mergeable into one fix." + "reason": "Different models and functionality; the diffs touch unrelated subsystems (TimesFM forecasting with covariates vs. DINOv3 classification docs/code)." } ] }, @@ -18363,12 +18394,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "01be56b6cf76f99e8f8f57110135e53176b7033d5e10dd70a1c182bddaf1de1a", + "prepared_review_unit_hash": "7711041444542101ffe4b1fac558295a3bac4e0252019929f9f27131a18a9f0f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18376,7 +18407,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18385,24 +18416,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-integration additions, but for different models and different code paths. The shared files are generic Transformers scaffolding, not evidence of the same underlying change or duplicate bug.", - "confidence": 0.97, + "summary": "All three items are distinct new-model addition pull requests, not duplicates. They share boilerplate Transformers integration files, but each targets a different model family and code path (DeepSeek OCR, Isaac, Kimi2-6).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeek OCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they only overlap on standard integration boilerplate.", + "canonical_pr_reason": "PR 45630 is the broadest and most complete representative of its own model addition, with a substantial model-specific implementation plus auto-registration/docs/tests; however, it is not a duplicate of the other PRs.", "best_issue_reason": null, - "best_pr_reason": "45630 is the strongest representative only because it is the largest and most complete integration patch, but it is still unrelated to the other two PRs.", + "best_pr_reason": "PR 45630 is the strongest standalone PR in the set because it has the largest and most cohesive model-specific surface area. That said, it should not be merged with the others as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate filenames, docs, configs, and model code; shared Transformers registry files are generic boilerplate, not a duplicate change." + "reason": "DeepSeek OCR vs Isaac are different model families with different configs, modeling, and processing code; shared doc/auto-registration boilerplate is not enough to indicate the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) touching different model implementations and docs; overlap is only in common auto-registration/integration scaffolding, so they are not the same change." + "reason": "Isaac and Kimi2-6 target different concrete model implementations and code paths; overlap is limited to generic Transformers plumbing, so they are not the same underlying PR." } ] }, @@ -18432,7 +18463,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a2651b02ea73b05dddc65e967fdd7e06e99107f2969bf5bc94457d0495430deb", + "prepared_review_unit_hash": "15a6868eb484ab45f7ab1d6fdb24620ed08dfd2fcefc30f2b51952441d81a4e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18454,18 +18485,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both touch GitHub Actions workflows, but they are separate dependency-upgrade efforts: one targets Node 24 compatibility across workflow actions, the other updates docker/build-push-action and related workflow actions. They overlap in files, but not in the same underlying fix.", - "confidence": 0.91, + "summary": "These are two separate GitHub Actions upgrade PRs with overlapping workflow files, but they target different dependency bumps and maintenance goals, so they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearest, broader theme: upgrading workflow actions for Node 24 compatibility, with concrete version bumps across multiple workflow files.", + "canonical_pr_reason": "PR 42975 is the better representative because it has a clearer umbrella goal (Node 24 compatibility) and updates a wider set of Actions versions across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster since its title and diff more directly describe the overall workflow-action upgrade work.", + "best_pr_reason": "PR 42975 is the strongest standalone PR in this cluster due to its explicit compatibility purpose and broader workflow coverage; PR 42976 is a narrower action-version refresh centered on docker/build-push-action.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they change different action families for different purposes: Node 24 compatibility vs docker/build-push-action updates. They are related maintenance, not the same concrete bug/change, so they should remain separate." + "reason": "They both update GitHub Actions versions, but the concrete changes differ: 42975 is a Node 24 compatibility upgrade across workflow actions, while 42976 is a separate latest-version bump focused on docker/build-push-action and a few related workflows." } ] }, @@ -18502,12 +18533,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "3832450089befa04e68d446b3d7fefcc4f51e13a4cd71fe42ea5cb3ee64fa2f7", + "prepared_review_unit_hash": "74865a6502d77557e2cb17ee4ecd170fda04e32926f284b30926e9bc2f36253f", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18515,7 +18546,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18524,48 +18555,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic Transformers integration files, but they do not describe the same underlying bug or change, so none should be clustered as duplicates.", + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). They share generic docs/auto-registry boilerplate, but not the same underlying code-path or change request, so no duplicate cluster emerges.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a duplicate canonical for the others; each introduces a distinct model family and code path, so there is no single best PR for deduplication.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are just normal model onboarding overlap, not the same change." + "reason": "Different models and implementations; overlap is only in shared docs/auto-registration files, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions with different architecture code and tests; overlap is only in shared integration files." + "reason": "ViT NEPA vs Molmo2 are unrelated model additions with distinct code paths and tests." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM is a time-series model addition, while ViT NEPA is a vision model addition. They are clearly different changes despite touching shared registry/docs files." + "reason": "ViT NEPA and CTSM are different model integrations; shared repo plumbing is not enough to treat them as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are separate model families with different files, processors, and tests; this looks like two distinct PRs, not one fix/change." + "reason": "Molmo and Molmo2 are related in naming but are separate model implementations, configs, processors, and tests." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different model integrations and code paths. Shared auto-registration and docs updates are insufficient to treat them as duplicates." + "reason": "Molmo and CTSM touch different model families and do not fix the same concrete issue." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions with different architecture and processing code. They do not appear mergeable into one PR for the same underlying change." + "reason": "Molmo2 and CTSM are distinct additions with different model code, so they are not mergeable as one PR." } ] }, @@ -18598,12 +18629,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "6016282845e50eac9862ed7bb2007a91b2e76f702acf5341c53d6096680fdc4d", + "prepared_review_unit_hash": "7fc61023397b75407c0337a0b96ab42b483ae14e959a406c94f9142218406156", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -18611,7 +18642,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -18620,30 +18651,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates of one another. PR 44815 is a substantive dequantization/loading fix, PR 43291 is a Whisper test/tokenizer change, and PR 43665 is an unrelated test-only edit across CLIP/ViT. The soft similarity signals are misleading here; none of the pairs should be merged as the same underlying change.", - "confidence": 0.95, + "summary": "All three pull requests are unrelated test/code fixes with only superficial title similarity; none appear to be the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best canonical representative because it is the only clearly substantive code fix with a coherent bug-fix scope; the other PRs are either test-only or model-specific and unrelated.", + "canonical_pr_reason": "PR #44815 is the most substantive and specific fix in the set, with a concrete dequantization/loading change across several files; the others are narrower and unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 has the strongest standalone fix signal and the broadest coherent implementation across loading/FP8 quantization paths, making it the best representative of this cluster.", + "best_pr_reason": "PR #44815 is the best representative because it addresses a real code-path bug with the broadest, clearest implementation context.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs. unrelated CLIP/ViT test edits; no shared bug or mergeable code-path change." + "reason": "Both touch tests and have generic fix-like titles, but they target different models and different problems; no evidence of the same underlying bug or mergeable change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tokenization change is unrelated to FP8 dequantization/model-loading fixes." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8/dequant/model-loading work in #44815; these are different code paths and bugs." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-only edits in CLIP/ViT; the other is a real dequantization/loading fix in different code paths." + "reason": "#43665 is just test edits for CLIP/ViT, while #44815 is a substantive FP8/dequant fix across loading and quantization code; not the same change." } ] }, @@ -18680,12 +18711,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "14babd65062d1aeb668ee3894fad5df4e619a055cb40f6132f34de2d09eeef72", + "prepared_review_unit_hash": "570d6199da48e2539ed3283bb0b3509f79dad1a7b1eb9f3fd3994635961019a8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12259, + "serialized_chars": 12260, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -18693,7 +18724,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12259, + "serialized_chars": 12260, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -18702,42 +18733,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly synthetic \"do not merge\" PRs around CI/test migration or repo-bot checks, but they do not appear to be the same underlying change. The only clearly related pair by theme is 45932/46100, yet their code paths and scopes differ enough to avoid duplicate-PR merging.", - "confidence": 0.77, + "summary": "These are mostly unrelated synthetic/test PRs. The only plausible similarity is between 45932 and 46100, but they still change different code paths and should not be merged as duplicates.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "46114 is the broadest representative of the synthetic CI/test-migration subgroup: it touches multiple test files and workflow plumbing, and its title/body match the cluster theme better than the narrower PRs.", + "canonical_pr_reason": "No true duplicate PR stands out; if a single representative is needed, 46114 is the broadest test-migration/CI-infra PR, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "46114 is the best single representative for triage because it has the widest surface area and the strongest cluster-level similarity, while the other PRs are either narrower test edits or unrelated bot/check experiments.", + "best_pr_reason": "46114 is the best overall representative of the cluster theme because it touches CI/test infrastructure and several test files, but it still does not match the other PRs as the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are synthetic test/bot PRs, but they change different areas and do not look like one concrete fix that could be merged as a single PR." + "reason": "Both are synthetic '[don't merge]' PRs, but the changes are different: 43488 is a setup/version/dependency tweak plus a ViT test edit, while 46114 is CI/test-migration plumbing across unrelated files." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared ViT-test filenames are not enough; one is a setup/version/dependency tweak and the other rewires workflow/comment CI behavior." + "reason": "Shared ViT test filename is not enough; 43488 is a setup.py/dependency/version change, while 43532 is a workflow/debugging PR affecting CI scripts and utilities." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They overlap on test/CI infrastructure, but the actual changes are different workflows and unrelated test plumbing, not the same underlying bug or change." + "reason": "Both touch test infrastructure, but they are not the same bug/change: 43532 rewrites self-comment CI and related helpers, whereas 46114 is a different OTEL/test-migration change set." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Despite similar testing-PR framing, 45932 changes multiple model/config/workflow files while 46100 only injects failing assertions in the ViT test; not the same fix." + "reason": "This is the closest-looking pair, but still not the same concrete change: 45932 adds OTEL secrets and broad model/config edits, while 46100 only injects failing assertions into ViT tests." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Both touch tests, but 46114 is a broader OTEL/migration PR with many files, not the same concrete ViT test change as 46100." + "reason": "Both are test-oriented PRs, but 46100 is a tiny ViT test-migration edit and 46114 is CI/test-infra plus multiple test files; they do not fix the same underlying issue." } ] }, @@ -18767,12 +18798,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "671e2c3979e3616dd7b745e8a25cc76aa2bf0f27c38ed1cbc44f8985b121ea49", + "prepared_review_unit_hash": "0aad0882ac43d9256166189b09e788376d641dda424a5e70d91924f16e1997a7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18780,7 +18811,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18789,18 +18820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. Their shared docs/registration scaffolding is incidental, not evidence of the same underlying change.", - "confidence": 0.98, + "summary": "These are related segmentation-pipeline additions, but they implement different features and target different model families, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: the PRs target different pipelines, different model integrations, and different test/docs surfaces.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick one standalone representative, PR #43613 is broader and more implementation-heavy, but it is not a duplicate of #43612.", + "best_pr_reason": "PR 43613 is the broader representative of the cluster: it adds promptable visual segmentation across multiple model families, with a larger pipeline/docs/tests surface.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and code paths; shared registration/docs files are common scaffolding, not the same bug or change." + "reason": "Different concrete changes: 43612 adds a Promptable Concept Segmentation pipeline focused on SAM3, while 43613 adds a Promptable Visual Segmentation pipeline spanning SAM/SAM2/EdgeTam/SAM3 tracker. They share scaffolding but not the same underlying code-path problem and would not be merged as one PR." } ] }, @@ -18830,7 +18861,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f0ea7dd084ca4349416578fc589810ea0920b870e08594fdf014461c86af5211", + "prepared_review_unit_hash": "4c824bcac1dce9d4fdd82be926fd973fd364e6abeb8d6397ca286c6f6f45d067", "component_budget": { "node_count": 2, "item_count": 2, @@ -18852,18 +18883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both modify `trainer.py`, but they address different extension points: gradient-accumulation loss scaling vs. model signature/column filtering. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "The two PRs both edit `trainer.py` and mention custom trainers, but they fix different trainer extension points: one changes loss scaling during gradient accumulation, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If a PR must represent the cluster, `#43651` is the more self-contained concrete behavior change in `training_step`; however, it is not a duplicate of `#43663` and should not be treated as a shared canonical fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "`#43651` is the stronger standalone PR candidate because it fixes a specific training-loss scaling path, while `#43663` is a separate override hook for signature-column filtering.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in the same file: `#43651` alters gradient accumulation loss scaling, while `#43663` refactors signature-column inspection for custom trainers/PEFT models. They do not fix the same code-path problem." + "reason": "Different code paths and behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an overridable signature-column helper for dataset filtering. Shared file/subsystem alone is not enough to treat them as the same PR." } ] }, @@ -18893,7 +18924,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "81f796fdc9bc5008af00172052fc0bd77abe9943c37f332c5d40fcff7a44784c", + "prepared_review_unit_hash": "86d7d9a003df96b231614d050689de99de65a912acd5f46f9b2d9a68afa584da", "component_budget": { "node_count": 2, "item_count": 2, @@ -18915,28 +18946,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same import-time TypeAdapter NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style and breadth, not in underlying bug.", - "confidence": 0.85, + "summary": "These PRs both touch `src/transformers/cli/serve.py`, but they fix different runtime typing/name-resolution problems. One is a broader `__future__.annotations`/typing cleanup, while the other specifically fixes `TypeAdapter` handling when `pydantic` is absent.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most direct fix for the TypeAdapter NameError: it explicitly guards the pydantic import under `TYPE_CHECKING` and quotes the annotation, with a small, focused diff.", + "canonical_pr_reason": "PR 43842 is the more focused, concrete fix for the `TypeAdapter` NameError and has a clear explicit issue target; PR 43656 is a broader typing/annotation change in the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it squarely addresses the runtime failure without adding broader typing cleanup, making it the clearest canonical fix.", + "best_pr_reason": "PR 43842 best represents the cluster because it targets the specific `TypeAdapter` import/annotation failure path, whereas PR 43656 addresses a different annotation-evaluation issue.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Same underlying bug in the CLI serve path: an import-time `TypeAdapter` NameError from type annotations in `serve.py`. Both PRs fix the same runtime typing issue and could plausibly be combined." + "accept": false, + "reason": "Same file and similar symptom class, but different code paths: 43656 adds `from __future__ import annotations` and typing cleanup, while 43842 imports `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation to avoid a pydantic-related NameError. They are not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded: both PRs touch `src/transformers/cli/serve.py`, both are explicitly about a `TypeAdapter` NameError, and the narrower `TYPE_CHECKING`/quoted-annotation fix in PR 43842 is a reasonable canonical representative. The soft-edge acceptance is conservative enough, since PR 43656 is a broader annotation-safety cleanup but still plausibly part of the same import-time bugfix." - }, - "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 }, @@ -19121,12 +19149,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "33c8681a1284156df4897ed464c830ec2bb579be4d744b0b12221226baacfe17", + "prepared_review_unit_hash": "00dfa088a6e1788058884c815d68b5797c2b87de0ecdbd54122a0b5f1cb9491f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, + "serialized_chars": 84896, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19134,7 +19162,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, + "serialized_chars": 75091, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -19143,336 +19171,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad output-tracing refactor theme under umbrella issue #43979, but the PRs are generally model-specific and not duplicates across models. The only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43979 is the shared umbrella target referenced by the refactor PRs and best explains the cross-model output-tracing standardization theme.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor set: it targets the same concrete output-tracing code paths as the earlier GPT-J variants and appears to be the later, more complete version.", - "best_issue_reason": "Issue #43979 is the best global issue anchor because it is the common tracking target for the standardized output-tracing work.", - "best_pr_reason": "PR #44722 is the best global PR anchor because it most clearly represents the GPT-J/CodeGen standardized output-tracing change and likely supersedes the earlier GPT-J variants.", + "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors. The only clear duplicate/near-duplicate lines are the GPT-J family and the GPT-Neo family; the rest are different models and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest and latest representative of the GPT-J/CodeGen output-tracing refactor line, and it best captures the shared change around that code path.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest cluster representative because it covers the same GPT-J refactor as the smaller related PRs while also including the adjacent CodeGen update.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); sharing the umbrella issue is not enough to make them duplicates." + "reason": "Different models and different code paths; both are output-tracing cleanup, but not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; both are output-tracing refactors but not the same change." + "reason": "CVT/FNet refactor vs DeBERTa refactor; unrelated model implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44085", - "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and are effectively the same underlying refactor; one is a variant of the other." + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and separate refactors, despite both touching standardized output tracing." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "Different architectures; no evidence they are the same bug or change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet output tracing vs EfficientNet output tracing are separate model-specific changes." + "reason": "RegNet/ResNet work vs EfficientNet work; same theme, but not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same umbrella issue does not imply duplication." + "reason": "EfficientNet refactor is unrelated to the GPT-J/CodeGen output-tracing change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are different model changes." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations despite both using the standardized tracing theme." + "reason": "MobileNetV2 and DeBERTa are unrelated models; not the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model paths; not the same bug or refactor." + "reason": "GPT-J/CodeGen vs MGP-STR; same broad refactor pattern, but different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model-specific output-tracing changes." + "reason": "GPT-J/CodeGen output tracing and MPT output tracing are separate model changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these are duplicate variants of one change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, and they target the same standardized-decorator migration." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; related theme, but not the same concrete change." + "reason": "GPT-J/CodeGen and GPT-Neo are different models, so these are not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." + "reason": "ResNet output-tracing refactor is unrelated to the GPT-J/CodeGen refactor." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are distinct code paths and cannot be merged as one PR." + "reason": "MGP-STR and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different model-specific refactors." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations; only the umbrella theme matches." + "reason": "GPT-Neo and ResNet refactors are different model changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT output-tracing refactors are separate model changes." + "reason": "ResNet vs MPT; same output-tracing theme, but unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different models and code paths." + "reason": "GPT-Neo refactor vs Flaubert/XLM refactor; different models." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." + "reason": "GPT-Neo and Flaubert/XLM are different implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo refactor is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen touch different model internals; not duplicates." + "reason": "MPT refactor vs GPT-J/CodeGen refactor; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model-specific changes." + "reason": "GPT-Neo and GPT-J are separate model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo vs MGP-STR; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths; shared theme is too broad." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are separate model refactors, not the same fix." + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model-specific output-tracing changes." + "reason": "GPT2 refactor vs MGP-STR refactor; different models." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model families and code paths." + "reason": "GPT-J vs MGP-STR; not the same fix." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated models." + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 output tracing and GPT-J/CodeGen output tracing are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT refactors are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." + "reason": "Segformer refactor is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are separate model-specific refactors." + "reason": "Segformer and LongT5 are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different model code paths." + "reason": "Segformer and VisualBert are unrelated model changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model refactors." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and VisualBERT are different model implementations." + "reason": "MPT vs MGP-STR; same general refactor style, not the same concrete change." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and LongT5 are separate changes; same issue target is not enough." + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo touch different model code paths." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated output-tracing refactors." + "reason": "MPNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model-specific changes." + "reason": "Flaubert/XLM and LongT5 are unrelated models." }, { "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-Neo are unrelated models." + "reason": "Segformer and GPT-Neo are not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate code paths." + "reason": "RegNet and MPNet are different model implementations." + }, + { + "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:44161", + "accept": false, + "reason": "TextNet and LongT5 are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model refactors." + "reason": "SqueezeBert and MPT are unrelated." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model families." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBERT are unrelated model-specific changes." + "reason": "SqueezeBert and VisualBert are separate model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are separate implementations." + "reason": "RegNet and TextNet are different implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPT and SpeechT5 are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and LongT5 are unrelated model refactors." + "reason": "SqueezeBert and GPT-Neo are different models." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are different models and changes." + "reason": "RegNet and SpeechT5 are unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." + "reason": "CVT/FNet and LongT5 are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are separate model code paths." + "reason": "CVT/FNet refactor vs Segformer refactor; different models." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are different model implementations." + "reason": "SqueezeBert and DeBERTa are unrelated model changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated model changes." + "reason": "DeBERTa and TextNet are different model implementations." }, { "left": "pull_request:44066", - "right": "pull_request:44722", + "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code paths; 44722 looks like the later duplicate/updated version." + "reason": "Same GPT-J output-tracing refactor on the same file and same issue line; one appears to be a narrower version of the same change." }, { - "left": "pull_request:44085", + "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file; they look like overlapping versions of one change." + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping GPT-J code paths and compatible into one PR." }, { "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing migration; 44722 is a broader version that includes the same concrete fix." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model code paths." + "reason": "Different model families; not the same underlying bug or change." }, { "left": "pull_request:43996", @@ -19484,13 +19554,19 @@ "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific changes." + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The umbrella issue anchor is supported by the packet, and the conservative duplicate calls are limited to the same-model overlaps (GPT-Neo and GPT-J/CodeGen variants). I don\u2019t see an overstatement that would justify rejecting this cluster." + "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are the clear GPT-J/GPT-Neo near-duplicates that look mergeable into one bugfix PR, while the rest are correctly treated as model-specific refactors. The choice of 44722 as the representative is supported by its overlap with the GPT-J line plus the adjacent CodeGen update." }, "evaluator_used": true, "retried": false, @@ -19528,12 +19604,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "1eaabe6b48f1aa10feaab12bd028f4715a29c1a30db47da5ed0f5ab4191b6668", + "prepared_review_unit_hash": "89f53451a7931e882ebe7e33f2cad588f54d75105a1ae61bb1156375043a9452", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, + "serialized_chars": 84896, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19541,7 +19617,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -19550,48 +19626,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all variants of the same broad maintenance theme\u2014migrating different model implementations to standardized output-capture/tracing APIs\u2014but they are model-specific refactors, not duplicates of one another. None of the soft pairs looks like the same concrete bug or change in the same code path.", - "confidence": 0.96, + "summary": "This cluster is a set of model-specific PRs that all modernize output tracing/capture patterns, but they target different architectures and code paths. They are thematically similar, not duplicates of the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a good representative of the cluster: it shows the standard capture_outputs/can_return_tuple migration clearly and includes the explicit _can_record_outputs wiring, but it is still scoped to a single model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target and a concrete output-tracing refactor, while the others are separate per-model migrations.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the most self-contained product-style refactor in the set because it has an explicit issue target and a focused output-tracing migration for SpeechT5, though it remains model-specific rather than a duplicate of the others.", + "best_pr_reason": "44129 is the best single PR to represent the cluster theme because it is the most complete and issue-linked refactor, though it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model code paths (FocalNet vs ImageGPT) and different hook wiring; they are related pattern changes, not the same change." + "reason": "Both are output-capture refactors, but they modify different models (FocalNet vs ImageGPT) and different forward/capture paths, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations with different forward/output plumbing; similar decorator migration, but not one underlying bug or mergeable duplicate PR." + "reason": "VisualBert and TextNet are separate model implementations; these are similar decorator migrations, not one mergeable code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each refactor their own output-capture setup; shared theme only, no shared concrete code path or duplicate fix." + "reason": "MPNet and VisualBert touch different architectures and different output-tracing mechanics, so they are not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different model files and different output-collection logic; same modernization pattern, but not the same PR-level change." + "reason": "These PRs share a refactor theme only; the affected models and concrete code paths differ, so they should stay separate." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new tracing helpers; they do not fix the same bug in the same subsystem code path." + "reason": "RegNet and SqueezeBert are unrelated model-specific output changes, not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both modernize output handling, but they are distinct model implementations with separate API adjustments and no shared concrete fix." + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they alter different model internals and are not plausibly one merged PR." } ] }, @@ -19670,268 +19746,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c0db2856557ca3efa3fa8e69f08de15586563e8c6a084b8d631d4ba5e69445a1", + "prepared_review_unit_hash": "29a7f80cdd0d2c0ef2f5cb4d5c25959ae8f7b10b08d7d90b4ad46d5237564878", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all follow the same output-tracing refactor naming pattern, but they target different model families and concrete forward paths, so they should not be deduped across artifacts.", - "confidence": 0.84, + "summary": "This cluster is a set of model-specific output-tracing refactors across unrelated architectures. They share a theme and some helper APIs, but they do not look like duplicate fixes for the same concrete bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "44025 is the clearest representative of the refactor wave: it updates two closely related depth models and uses the new can_return_tuple path in a straightforward way.", + "canonical_pr_reason": "PR 44003 is the best representative: it is one of the broader, more infrastructure-like output-tracing refactors and clearly shows the shared pattern of introducing the new tracing helpers across model code.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best single PR to anchor the cluster because it is self-contained, model-specific, and more representative than the one-file wrapper changes.", + "best_pr_reason": "PR 44003 is the strongest cluster representative because it spans multiple related model implementations and reflects the core tracing refactor more directly than the narrower single-model cleanups.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same bug/change." + "reason": "Different models and code paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths and architectures; both are output-tracing cleanups only." + "reason": "Timm backbone vs Vision-Text dual encoder are unrelated implementations; only the output-tracing pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate models with unrelated forward implementations; not mergeable as one fix." + "reason": "Different model families with separate forward paths; too broad to treat as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone refactor is unrelated to mamba/falcon-mamba output capturing." + "reason": "Timm backbone and Mamba/Falcon-Mamba are unrelated code paths; similar helper usage is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems and runtime behavior; only the decorator pattern matches." + "reason": "Different architectures and forward logic; both are tracing refactors but not one bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Mobilenet_v1 and univnet are distinct models with different output contracts." + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor style, not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; same broad refactor style is insufficient." + "reason": "Separate model implementations with different output paths; not mergeable as one duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Mobilenet_v1 and depth_anything touch unrelated code paths." + "reason": "MobileNetV1 cleanup and Depth Anything cleanup are distinct model-specific changes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate wrapper/model changes; no shared concrete bug." + "reason": "Different model families and files; only the tracing refactor motif is shared." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder/model code paths; only the output-tracing refactor theme overlaps." + "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and univnet are unrelated model families." + "reason": "Vision-Text dual encoder and UnivNet are different architectures; same helper refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct models and forward signatures; not the same underlying change." + "reason": "Different models with distinct forward behavior; not a single concrete bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder refactor is unrelated to mamba output tracing." + "reason": "Vision-Text dual encoder and Mamba/Falcon-Mamba are unrelated implementations; too broad to deduplicate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different concrete code paths and model families." + "reason": "Different model code paths; both touch output tracing, but not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; same refactor pattern only." + "reason": "UnivNet and UperNet are unrelated model families; the overlap is only in refactor style." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different runtime behavior and architectures; not the same fix." + "reason": "Different architectures and output paths; similar tracing cleanup, not duplicate work." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs depth_anything are separate models with different outputs." + "reason": "UnivNet vs Depth Anything are distinct model-specific refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; similar naming only." + "reason": "UperNet and RWKV touch different forward paths and output shapes; not the same underlying fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output mechanisms." + "reason": "UperNet and Mamba/Falcon-Mamba are unrelated models; cannot plausibly be one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/falcon-mamba output recording is a different concrete change than CodeGen cache/output typing." + "reason": "Mamba/Falcon-Mamba and CodeGen are different code paths and problems; shared tracing refactor theme is too broad." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated subsystems." + "reason": "Timm backbone and CodeGen are separate models; same broad refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share the same forward path or fix." + "reason": "UnivNet and CodeGen are unrelated implementations with different output semantics." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different model families; no shared bug." + "reason": "UperNet and CodeGen are distinct model paths; not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated changes." + "reason": "Vision-Text dual encoder and CodeGen are unrelated model code paths; only the tracing refactor style overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth-anything models and vision-encoder-decoder wrappers are different concrete code paths." + "reason": "Depth Anything and Vision-Encoder-Decoder are different model families; these are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth estimation refactor and speech encoder-decoder wrapper refactor are unrelated." + "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-anything and SuperPoint are separate model implementations." + "reason": "Depth Anything and SuperPoint are different models; not one concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output contracts; only the tracing refactor motif overlaps." + "reason": "Depth Anything and RWKV are unrelated implementations with different tracing paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-anything and DPR are different code paths with different output semantics." + "reason": "Depth Anything and DPR are distinct model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are separate model integrations and not the same concrete fix." + "reason": "Vision-Encoder-Decoder and Speech-Encoder-Decoder are parallel but separate wrappers; not a single duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision-encoder-decoder and SuperPoint are unrelated implementations." + "reason": "Vision-Encoder-Decoder and SuperPoint are different model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different models and runtime paths; not mergeable as one PR." + "reason": "Different architectures and output handling; similar refactor theme only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Encoder-decoder wrapper refactor and DPR forward refactor are distinct changes." + "reason": "Vision-Encoder-Decoder and DPR are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated implementations; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output handling." + "reason": "Different models and output flows; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder wrapper work is separate from DPR output cleanup." + "reason": "Speech-Encoder-Decoder and DPR are different code paths and changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV have unrelated forward paths and outputs." + "reason": "SuperPoint and RWKV are unrelated model families; only the generic refactor pattern matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models, different output contracts; same refactor style only." + "reason": "SuperPoint and DPR are distinct model-specific tracing cleanups." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated concrete code changes." + "reason": "RWKV and DPR are different architectures with separate forward/output logic; not the same change." } ] }, @@ -19964,7 +20040,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "d5b84989b80b49d8e389155e1ad889687993381994beedccf5b773b0892af8ce", + "prepared_review_unit_hash": "6d984d89522c7e5ad9f0d57bb87528090ad83057c8b715f2fcf2ec7f03b5903a", "component_budget": { "node_count": 3, "item_count": 3, @@ -19986,30 +20062,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers integration patterns, so none look like duplicates or the same underlying change.", + "summary": "Three independent model-addition PRs for different architectures; they share Transformers boilerplate and auto-registry/docs changes, but do not address the same bug or feature change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are distinct model implementations for different architectures, not duplicate fixes or the same feature branch.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model family (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS) with distinct implementation files and tests; the overlap is generic framework wiring.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest representative: it is a complete, non-draft model-addition PR with broad implementation/test coverage and substantial review activity.", + "best_pr_reason": "No single PR is a good global representative because these are separate feature additions, not duplicates of one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL vs Voxtral TTS are different model integrations; shared auto-registration/docs files are generic and do not indicate the same code-path change." + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared auto/docs files are boilerplate, not the same fix or feature." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions with different configs, processors, and modeling code." + "reason": "Both are model implementation PRs, but for different models (PenguinVL vs DeepSeek-OCR-2) with separate configs/modeling/tests; not mergeable as one change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 vs Voxtral TTS are different models; overlap is only in common Transformers scaffolding, not one concrete fix or feature." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; similarity is limited to shared registration/documentation updates." } ] }, @@ -20039,12 +20115,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "01d1b8c79f239dc67f0feb4ac054ae40daf4482205be46ef9621ddf71b6453c5", + "prepared_review_unit_hash": "807d58da29a78a17130e56db1ee3840460b3bdeecf3fed341eb202d950721e09", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20052,7 +20128,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20061,18 +20137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the fusion area, but they target different levels of the stack: one adds a generic module-fusion API, the other wires a specific n-to-1 kernel-fusion path through KernelConfig and integrations. They are related, but not duplicates.", - "confidence": 0.82, + "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration points. I would not collapse them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational Module Fusion API and tests, which is the broader abstraction the later kernel-config work can build on.", + "canonical_pr_reason": "#44979 is the foundational module-fusion API change; #45363 is a separate follow-on feature built around KernelConfig rather than the same concrete PR.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative for triage: it is the core, self-contained fusion API change rather than a downstream integration of that idea into kernel-backed model loading.", + "best_pr_reason": "#45363 is the more concrete, user-facing kernel-fusion implementation and is the better representative if one PR must stand in for the cluster\u2019s feature direction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related theme, but different concrete changes: #44979 adds a new module_fusion API and tests; #45363 adds n-to-1 kernel fusion via KernelConfig, integrations, and model-loading changes. They are not the same code-path fix and would not plausibly merge as one duplicate PR." + "reason": "Same broad fusion theme, but different concrete changes: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integration code. They are related, not duplicates." } ] }, @@ -20102,7 +20178,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c31f2226ac684169705e904dcf37a5fa48b4bfca30ea199e9ff37eab873254dc", + "prepared_review_unit_hash": "ea729bf86250b7912593650fb444c1502de761d1d748bf89328f3f7a42632c09", "component_budget": { "node_count": 2, "item_count": 2, @@ -20124,18 +20200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by changing the same tokenizer pre-tokenizer access path; 45317 is the more complete version because it includes tests.", + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same code path as 45086 and also adds test coverage, making it the more complete representative of the bug fix.", + "canonical_pr_reason": "45317 is the cleaner canonical PR: it implements the same fix as 45086 and adds a test, making it the more complete representative of this bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR because it directly matches the bug, has the same core code change as 45086, and includes additional validation via tests.", + "best_pr_reason": "45317 best captures the underlying change because it fixes the same code path and includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same concrete fix in `_patch_mistral_regex` / `tokenization_utils_tokenizers.py`; 45317 just adds tests, so these are duplicate PRs for triage purposes." + "reason": "Same concrete bug in `_patch_mistral_regex`, same file and line-level change, and both target the same issue; 45317 is effectively a superseding, test-backed version of 45086." } ] }, @@ -20165,7 +20241,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "9049d025b84c12747333adc15211ff3144ab7b1d5a2537b80e89ffd201f121ca", + "prepared_review_unit_hash": "af94764de944b075fde189c12f985e0c43e73abeda71ca4a8de46ebdf77beb4c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20187,18 +20263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related NemotronH refactors, but they target different scopes: one is a narrow inheritance/conversion-mapping refactor, while the other is a broader split into NemotronHDense/NemotronHSparse with docs and tests. They are not the same underlying change.", - "confidence": 0.91, + "summary": "These are related NemotronH model-family changes, but they are not the same PR: one is a refactor toward GraniteMoeHybrid-compatible conversion/mapping, while the other splits NemotronH into dedicated dense and sparse model implementations with docs and tests. They should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete NemotronH architecture update; PR 45115 is a narrower precursor focused on refactoring and conversion mapping.", + "canonical_pr_reason": "PR 45569 is the broader, more concrete model change: it introduces the dense/sparse NemotronH variants, updates auto-mapping/docs, and includes model code plus tests. It is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone candidate: it covers the full model split, auto-mapping, docs, and tests, making it more central and complete than the smaller refactor in 45115.", + "best_pr_reason": "PR 45569 is the best overall representative because it covers the full architectural split and user-facing model support, whereas 45115 is a narrower refactor focused on conversion/key renaming.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete bug/change. 45115 is a focused inheritance/conversion-mapping refactor, while 45569 introduces the dense/sparse model split plus documentation and test updates. They would not plausibly merge as one PR." + "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping and inheritance cleanup for NemotronH, while 45569 adds distinct NemotronH dense/sparse model families, docs, and tests. Same subsystem, but not the same code-path fix or mergeable duplicate PR." } ] }, @@ -20228,12 +20304,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ed36b037db3709849e5ee49e542185e642654d4f9bc8fa14ff37cfaccfe562ba", + "prepared_review_unit_hash": "374ee13ca78b95e82bf0c75f91b3f62e0ff1ff646bc05c4a237c90fc19c40280", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20241,7 +20317,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20250,18 +20326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-config PRs, but they are not duplicates: one adds the config API/serialization layer, while the other adds broader model, cache, and masking support that consumes it.", - "confidence": 0.91, + "summary": "These are related but not duplicates: one PR adds heterogeneous config plumbing, while the other adds broader heterogeneous model/runtime support on top of that. They share config-side files, but the change scopes and concrete code paths differ.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus the downstream cache/modeling integrations and tests, so it is the most representative single PR in this cluster.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change and is the better representative of the overall heterogeneous feature work, but PR #45333 is a distinct foundational config-only PR rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best overall PR because it covers the full end-to-end heterogeneous model support path, not just the config-layer groundwork.", + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the larger end-to-end feature area (config plus modeling/cache/masking integration).", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the heterogeneity infrastructure, but 45333 is only the config-layer piece while 45332 adds separate modeling/cache/masking changes for actual heterogeneous model support. They are related, not the same concrete change, and would not plausibly be merged as one PR." + "reason": "Reject: 45333 is focused on per-layer configuration plumbing, while 45332 extends heterogeneous behavior into modeling/cache/masking paths. They are adjacent feature work, not the same concrete bug or change, and would not plausibly be merged as one duplicate PR." } ] }, @@ -20291,12 +20367,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c0a970b633d17cabe51a7fa46a8c1bba2157e976c45bf780507df90a9bc3bb85", + "prepared_review_unit_hash": "f81d57aecd248ab4d08eb88fdfb0fa87e1139d36ee789b6c4ca26ec475a83685", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20304,7 +20380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20313,18 +20389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/helpers and related integrations. They are not the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repo-wide type-checking sweep and config tweak, while #45425 adds specific typing helpers/protocols around model_utils/PEFT integration. They are related work, not the same underlying change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete, code-centered typing change: it adds shared typing abstractions in `_typing.py` and wires them into specific runtime paths, rather than a broad repository-wide cleanup.", + "canonical_pr_reason": "PR #45415 is the broader umbrella change, touching many files and adding the type-checking policy update; it is the better canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces reusable typing infrastructure affecting multiple modules, making it the most central and self-contained change here.", + "best_pr_reason": "#45415 is the most representative PR in the set because it covers the wider type-checking enablement effort, whereas #45425 is a narrower typing refinement.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they are distinct efforts. 45415 is a wide type-checking pass plus pyproject ignore changes across many files; 45425 adds specific typing protocols/helpers and small integrations in a different code path. They could be merged separately." + "reason": "Do not merge: one is a broad type-checking rollout across many transformers files plus pyproject policy changes, the other is a targeted typing cleanup for model_utils/PEFT-related protocols. They are not the same concrete bug or fix and would not plausibly be one PR." } ] }, @@ -20354,12 +20430,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "0f79d26cf6430d6788acea723ff7feac24d6cbf271b1d1deb2ac9505ac30d1c4", + "prepared_review_unit_hash": "ecb604bdc3ffb9dc8e4342521b67278f0c6bef963deb93f09597658b4d72fa85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4859, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20367,7 +20443,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4859, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20376,18 +20452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: both adjust cached forward behavior for seq_len > 1, but they target different models and different code paths. They are not duplicates.", - "confidence": 0.97, + "summary": "These are two unrelated pull requests fixing different cache/seq_len bugs in different model families: one for Qwen/OLMo hybrid linear attention, the other for Mamba2 use_cache behavior. They are not duplicate fixes and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the more focused standalone fix: it has an explicit issue target (#46032) and addresses a specific Mamba2 cache path bug for seq_len > 1.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the best representative PR in this set because it is narrowly scoped, clearly linked to a concrete issue, and fixes a single model-specific bug.", + "best_pr_reason": "PR #46084 is the cleaner standalone candidate: it has an explicit tracking issue, a narrowly scoped fix for `use_cache` when `seq_len > 1`, and a focused test update. PR #45513 is broader and spans multiple model files, but it addresses a different bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different architectures: 45513 fixes multi-token cached forward for Qwen3.5/Qwen3-next/OlmoHybrid linear attention/GDN, while 46084 fixes Mamba2 use_cache behavior when seq_len > 1. The shared theme is caching, but the code paths and fixes are not the same." + "reason": "Different model families and different failure modes: Qwen/OLMo hybrid cached multi-token forward vs Mamba2 `use_cache` with `seq_len > 1`. They do not look like the same underlying change and would not plausibly merge into one PR." } ] }, @@ -20417,7 +20493,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3778e2c6a5b32a2e2e846e08812e01817c41f83f73c3c5bddc698f463306195b", + "prepared_review_unit_hash": "3cf6f1c53ebf90ec013edeb9274e417ada6436105398aff6824d344f2536eb48", "component_budget": { "node_count": 2, "item_count": 2, @@ -20439,18 +20515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert parallelism, but they address different concrete bugs: #45548 is about EP + DeepSpeed ZeRO-3 loading and config serialization, while #45662 is about EP + FSDP2 rank-0 broadcast overwriting experts during load. They are related in subsystem, not the same underlying change.", - "confidence": 0.93, + "summary": "Two PRs share the EP/loading theme, but they target different failure modes and code paths: one is about accelerate/ZeRO-3 loading and config serialization, the other about FSDP2 expert parameters being overwritten after rank-0 broadcast.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the better canonical PR candidate because it targets a clearer, more specific failure mode and has the broader set of loading-path changes directly tied to that bug.", + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster: it fixes a concrete expert-parallel loading corruption in the core parameter-loading path, with a focused code change around post-shard wrapping.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the best overall PR in this cluster because it addresses a concrete expert-parallel loading corruption bug with multi-file code-path fixes, whereas #45548 appears to cover a different loading/serialization issue.", + "best_pr_reason": "PR #45662 is the best fit as the cluster representative because it addresses a specific runtime bug in model loading rather than a broader EP-related setup/serialization concern.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", + "left": "pull_request:45548 (Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch)", + "right": "pull_request:45662 (Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast)", "accept": false, - "reason": "Reject: both involve EP/loading, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, while #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different code paths and failure modes." + "reason": "Not the same underlying bug: #45548 handles accelerate/ZeRO-3 loading and config serialization (including distributed_config/has_ep), while #45662 fixes FSDP2 expert params being overwritten in the parameter-loading path via post_shard_wrap." } ] }, @@ -20480,12 +20556,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "31c00f2e9d7b89df3998136d1240b6bdc2d6c15c228f22912b3b7045a5bd2c34", + "prepared_review_unit_hash": "9cebc2bb33415f00e8e9e0e249a14b2264076694fe9f66dbabf63f621461215b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20493,7 +20569,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20502,18 +20578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info artifact collision problem; PR #45645 is the broader, more complete change and subsumes the narrower fix in #45639.", - "confidence": 0.93, + "summary": "Both PRs address the same underlying xdist collision in captured_info/debug logging. PR #45645 is the broader, more complete change, adding the CI/workflow handling needed to consume multiple captured_info files, so it is the better canonical PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI/workflow changes needed to consume multiple captured_info files and preserve debug logs.", + "canonical_pr_reason": "PR #45645 is the more comprehensive implementation of the xdist-safe captured_info fix, covering both the code-path change and the CI artifact handling needed for it.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it addresses the full underlying problem end-to-end, while #45639 is just the core code change subset.", + "best_pr_reason": "PR #45645 best represents the full fix because it handles the artifact collision in testing_utils and updates the workflow to read the new per-worker logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same concrete bug family: xdist collisions for captured_info artifacts. #45645 contains the same testing_utils fix and adds supporting workflow/log handling, so the two could plausibly be merged into one PR." + "reason": "They target the same xdist/captured_info collision and share the same issue target. #45645 extends the same code-path fix with CI log aggregation, so these look like one underlying change rather than separate PRs." } ] }, @@ -20545,12 +20621,12 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "87671571ee65b980b5cc9901af134d2e98765d333e0281dfe17bb7dafc7efdef", + "prepared_review_unit_hash": "cbaa824399f93778facdbcba11cdbf4f4eb2781994d76cf35d6ccb6fbf44b81b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20558,7 +20634,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20567,24 +20643,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate linter/modeling-rule PRs, not duplicates; two are TRF016/TRF018 rule additions and one is TRF003 tuple-return work. The only apparent overlap is broad linter/docs infrastructure, which is not enough to merge them.", - "confidence": 0.86, + "summary": "These PRs are all linter/rule work in transformers, but they address different rules and different concrete code paths. I do not see a true duplicate pair here.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the best representative PR in this set: it is the most explicit new-rule change (TRF018), has the broadest implementation footprint, and is more substantial than the narrower TRF016 fix in 46023.", + "canonical_pr_reason": "No exact duplicate PR is present; #46023 is the best cluster representative because it is a concrete, narrowly scoped rule-16 fix with clearer implementation detail than the more documentation-heavy rule additions.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone item because it adds a distinct modeling rule with the largest scope and clearest specification; the others are narrower or about a different rule entirely.", + "best_pr_reason": "#46023 is the best standalone PR in this set to surface as the representative linter change, since it has a specific code-path fix and broader review signal.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: 45720 implements TRF003 tuple-return handling in model forwards, while 46259 adds TRF018 for dead do_* flags in image/video processors. Shared linter/docs context is too broad to treat as the same fix." + "reason": "Different underlying changes: #45720 implements TRF003 for tuple-return behavior in model forward methods, while #46259 adds TRF018 for image/video processor flag consumption. Shared linter/docs files are incidental." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both touch modeling_rules/docs and linter-related files, but they target different rules and bug classes: 46023 is TRF016 for consuming do_* flags, while 46259 is TRF018 with a different rule and model set. Not the same code-path problem." + "reason": "Both are modeling-rule work, but they target different rules and different bugs: rule 16 about dead do_* flags in preprocess overrides versus rule 18. This is not the same fix and would not plausibly merge into one PR." } ] }, @@ -20683,7 +20759,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "17cc40bce2629f69ae39f0cad1e14840031738cf4fbae1b28d7731c3a8376652", + "prepared_review_unit_hash": "f7eb27ed6fe85eda899e026fba127176a98de33f8ec6a8ee9bd2e1649ac05df1", "component_budget": { "node_count": 3, "item_count": 3, @@ -20705,30 +20781,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all add SDPA dispatch support, but each targets different model families and code paths (CTRL, T5, and wav2vec2/seamless variants). They are related by theme, not duplicates.", - "confidence": 0.93, + "summary": "All three PRs are about adding `attn_implementation=\"sdpa\"` support, but they target different model families and code paths, so they are related work rather than duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the shared SDPA-dispatch theme, spanning multiple model families and the largest set of code/test changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest cluster representative because it covers the widest scope and the most complete implementation across related models.", + "best_pr_reason": "PR #46196 is the broadest of the set, covering multiple speech/sequence models and associated tests, so it is the most representative single PR for the shared SDPA-dispatch theme.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level feature request, but different concrete model implementations (CTRL vs T5) and separate code paths; not mergeable as one duplicate PR." + "reason": "Different model implementations (CTRL vs T5) with separate SDPA dispatch paths; same feature theme but not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA dispatch, but for different architectures and files (CTRL vs wav2vec2/seamless); related work, not the same underlying change." + "reason": "These touch unrelated model families (CTRL vs wav2vec2/SeamlessM4T) and distinct attention code paths, so they are not mergeable as one duplicate PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2/seamless SDPA dispatch touch distinct model code paths, so they are not duplicates and should remain separate PRs." + "reason": "Both add SDPA support, but for different architectures and files; this is a shared initiative, not the same underlying bug/change." } ] }, @@ -20758,7 +20834,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "18a502b4f1b8e3c45d89b65b0e74dbf15279d80d6e45e5f51472546b9c2cd5dd", + "prepared_review_unit_hash": "2d51c14fd13be327413e579de1f445fc4e68d8347b1fca46b8f1c1472aaf1bc8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20780,18 +20856,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate pull requests. PR #46269 is a broad distributed-branch base touching many distributed subsystems, while PR #46126 is a narrower EP + Trainer integration change that only overlaps in a few shared files.", - "confidence": 0.92, + "summary": "Both items are distributed-training PRs, but they are not the same change: #46126 is a focused EP/router + Trainer integration PR, while #46269 is a broad distributed base branch touching many unrelated distributed/FSDP/MoE files. The shared filenames are too generic to treat them as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the more central umbrella PR for the cluster: it spans the distributed stack broadly and appears to be the base branch that other distributed work would build on, whereas #46126 is a narrower feature-specific follow-up.", + "canonical_pr_reason": "#46126 is the more focused, concrete change set centered on expert-parallel/router behavior and Trainer integration; it reads like a single fix/feature rather than a broad branch base.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the larger, more general distributed integration PR and explains the shared-file overlap better than the narrower EP/Trainer PR.", + "best_pr_reason": "#46126 is the best PR candidate because it targets a specific code path and is narrowly scoped, whereas #46269 is a wide integration branch with many unrelated distributed changes and is not a clean duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed files, but the titles and diffs indicate different changesets and scopes. #46126 is EP + Trainer integration; #46269 is a broad distributed branch base across FSDP, tensor parallel, MoE, and CI. Shared filenames alone are not enough to treat them as the same fix/change." + "reason": "Reject: they overlap in distributed/tensor-parallel files, but #46126 is a specific EP/router integration PR and #46269 is a broad distributed base branch spanning many subsystems. They do not appear to fix the same concrete bug/change and would not plausibly merge as one PR." } ] }, @@ -20821,7 +20897,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "80550dfb1c41b2496fa2ba3efc84e8dc0f9f0db3e950f1ddab22247a7bcf3264", + "prepared_review_unit_hash": "c33ce98b3b4f356199de4d832cdb4f7c0e15b3b05f7cc5c1a06469f62784064c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20843,18 +20919,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate hardening PRs that both replace fragile source-file opening, but they fix different code paths in different modules. They are related by theme, not by the same underlying bug or change.", - "confidence": 0.95, + "summary": "Both PRs are about replacing direct source-file opening with safer source introspection, but they touch different modules and different behaviors: one is in `import_utils` around package traversal, the other is in `modeling_utils` for attention-implementation detection. They are thematically related, but not the same fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative for the cluster because it fixes a specific `_can_set_attn_implementation` source-inspection path and includes tests; PR 46152 addresses a different helper in `import_utils.py` with a separate implementation change.", + "canonical_pr_reason": "PR 46207 is the clearer standalone change: it targets one concrete code path (`_can_set_attn_implementation`), has tests, and the title matches the implementation change directly.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest overall representative: the problem statement is explicit, the change is tightly scoped, and the accompanying tests make the fix concrete. PR 46152 is a different source-resolution refactor in another file.", + "best_pr_reason": "PR 46207 is the best representative of this cluster because it has the most specific bug fix and the strongest evidence of correctness via tests; PR 46152 is a separate refactor in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs harden source lookup and avoid raw `open()`, but they target unrelated code paths (`import_utils.py` vs `modeling_utils.py`) with different logic and no shared concrete bug; this is thematic similarity, not a duplicate change." + "reason": "Same broad theme (avoid `open()` on source), but different files, different helper logic, and different runtime behavior; they would not plausibly be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2a88b5cde77445e8979731af80111ff3831e5478..f105f632b86691f0f364cc8f2daac45594e64483 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260530t000035z", + "analysis_id": "hybrid-model-20260530t060026z", "archived_artifacts": { - "hybrid": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-30T00:09:32Z", + "published_at": "2026-05-30T06:08:10Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260530T000035Z", + "snapshot_id": "20260530T060026Z", "variant": "hybrid" } diff --git a/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..475579d7e2dca72a2f736e3c3ef5fbdffc9748e9 --- /dev/null +++ b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json @@ -0,0 +1,1997 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260530T060026Z", + "generated_at": "2026-05-30T06:08:08Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + 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45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..6a813fa3aa3061157dd358c9fa418d6aea2e37d1 --- /dev/null +++ b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20945 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260530T060026Z", + "generated_at": "2026-05-30T06:08:08Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + 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"issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015" + ], + "prepared_review_unit_hash": "8c27f791c6b6262e5a39d8b67c58ba2e31c6a5ae90d230e68378ffa306f9cade", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48485, + "estimated_input_tokens": 12122, + "estimated_eval_tokens": 24500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly thematically related but not duplicate-heavy. I see two strong duplicate pairs: the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports, and the v5 AutoTokenizer wrong-token-ID regression reports. The rest are adjacent but distinct bugs/docs issues.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the shared AutoTokenizer v5 token-ID regression across multiple model families; 45812 is a narrower Granite-specific report of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best single issue to anchor the tokenizer-regression subset because it is open, broader in scope, and captures the common failure mode better than the model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config attribute in Qwen3.5 vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different backends, and different failures; only broad MoE/GPU similarity." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device-adjacent, but they are distinct model/runtime bugs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated concrete failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is not the same bug as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export failures; no shared concrete bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and CUDA assert under auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are separate issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup topics, but they concern different removed commands/tasks and distinct pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and resume-training/trust-remote-code problems do not share a concrete failure mode." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape IndexError is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but from different model/setup paths and different root causes." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 init bug is unrelated to locally downloaded model resume behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError symptoms in different code paths; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and video chat-template feature/token mismatch are distinct." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape issue is unrelated to GPT-OSS TP behavior." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video embedding StopIteration and training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 loading failure is not the same as resume-training/trust-remote-code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed loading, but the concrete failures are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3 BERT initialization bug: index 0 out of bounds with an empty sharded tensor." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different language/model-specific behavior: detokenization vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP support are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and collective mismatch are distinct distributed-training failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is different from a generic mask-shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class, but different concrete device paths: CPU offload incompatibility vs uninitialized buffer after to_empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading and GPT-OSS tensor-parallel support are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing tensor-size mismatch and custom compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral image dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:46165", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to model resume/trust-remote-code behavior." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute missing and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen NVFP4 runtime error do not match." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and RAG docs cleanup are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue and mask-shape IndexError are different failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and BERT ZeRO-3 loading error are similar only at a high level, not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed v5 surfaces." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image dtype mismatch and Qwen video StopIteration are unrelated multimodal bugs." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram/int error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and MoE MPS histogram failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 and compute_loss kwarg breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing mismatch and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure and RAG docs issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy routing under Liger Kernel and mask-shape IndexError are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related, but the concrete model and failure mode differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "vLLM Gemma3 config error and Qwen auto-device CUDA assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video chat-template token mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch do not share a concrete root cause." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and Qwen video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization and RAG docs updates are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader cross-model report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs examples are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and canonicalization choices are grounded in the packet and stay appropriately conservative. The two accepted duplicate pairs are well supported by the titles, and the negative soft-edge verdicts avoid overclaiming. No pull-request mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45542", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46294" + ], + "soft_pairs": [ + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "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:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918" + ], + "prepared_review_unit_hash": "6f5f6d1d35a027b2087aa83b6073715d1f0a921f6fad68a8c5a5c509e0b659a4", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of separate HF/vLLM regressions, not one single duplicate set. The only strong duplicate family is the DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, with one additional likely duplicate around Qwen video input regression.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 41093 is the best representative overall: it is a well-documented, generic runtime failure with the strongest duplicate-style shape-error signature in this set and broad triage value.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the most useful global issue to keep: it has the clearest reproduction, broadest error signature, and the most discussion among the close matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: checkpoint corruption vs a loadability issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated problems: empty-weights init argument handling vs outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but the concrete model/config bugs are different." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 Flash unit-test loading failure is not the same as Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different error classes and code paths: mask shape mismatch vs ZeRO-3 Bert index error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch-version incompatibility is not the same bug as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version/runtime issues, but one is ZeRO-3 Bert initialization and the other is a torch/transformers compatibility complaint." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: detokenization vs table QA task crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure is unrelated to the PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a model crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Empty-weights loading argument error is not the same as a table QA runtime crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures; only broad subsystem overlap." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS MoE histogram kernel issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different concrete bugs: torch-dynamo grouped_mm failure vs MPS histogram on Int." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related, but the failure modes and code paths are distinct." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure for Voxtral is not the same as the compile-template-node error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma/vLLM sliding-window config are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and device mismatch in Gemma4 PLE are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError-style reports, but one is a mask-length mismatch and the other is a zero-sized tensor access in ZeRO-3 loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression is not the same as the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and TRL SFT embedding unpacking are different failures." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model bug are not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different symptoms: autocast dtype mismatch vs chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Empty-weights init TypeError is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig issue." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to be the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3.5 video-template mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both are Qwen video-input regressions with the same underlying feature/token count mismatch family; the later report looks like a narrower manifestation of the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask shape mismatch and ZeRO-3/Bert zero-sized tensor access are different error paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 quality complaint and nonsensical AutoModel/pipeline output are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend issue is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "ZeRO/FSDP weight-shape error and Qwen3.5 TRL unpacking failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet: it correctly treats the set as mostly unrelated regressions, identifies the clear ZeRO-3/Bert out-of-bounds family, and the one accepted soft duplicate (44479/46294) is conservative. The negative soft-edge calls also stay cautious and supported by the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "34798fd0b91053896e3d0250dc7800e97b0691d6f55f9f1635606fee7d4a6843", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer issues, but there are two clear duplicate subgroups: a non-persistent buffer corruption regression in v5, and a SigLIP2 HF-vs-JAX implementation mismatch. I only accepted soft edges where the titles point to the same concrete bug path.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best umbrella issue: it clearly describes the v5 non-persistent buffer corruption regression, and the accepted nearby reports (issue:43644, issue:44534, issue:45902) are narrower manifestations of that same loader/materialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most representative and actionable issue in the cluster because it states the root regression directly, not just a symptom or model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but they describe different failure modes: cache-path collision vs wrong module resolution after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated problems: Jupyter/custom-model initialization vs flash-attn2 fallback being blocked." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they are different model families and likely different code paths; too broad to merge." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are perplexity-related, but on different models with no sign of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FP8 config loading vs flash-attn2 fallback logic." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as the translation-model tied-weights issue." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm discussion is unrelated to a docs command removal." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "These target different model/training failures with no common concrete code path." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs/nits, but one is a typo and the other is an outdated command; not the same change." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different tokenization/runtime failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model execution failure vs invalid method call in a different model class." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is just a shorter wording of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors are not the same as a model quality/regression report." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same loader regression: non-persistent buffers are being filled/corrupted during v5 loading/materialization." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different dtype/autocast vs Qwen3.5 position-id/SDPA behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Two different quantization/storage incompatibilities; no shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "45902 is a specific manifestation of the same non-persistent-buffer bug after meta -> to_empty(cuda) materialization." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs loading noise are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and poor text embeddings are not enough to prove the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message and missing attribute on a model class are different problems." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state bug is unrelated to non-persistent buffer materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: Flash Attention memory access vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency and int4 OOM are separate memory issues with different causes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer error messaging and model loading failure are not the same issue." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a model-specific load failure." + }, + { + "left": "issue:44960", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different hardware/runtime problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch: HF behavior diverges from the original JAX reference and produces degraded outputs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice is well grounded in the packet, and the accepted soft edges are conservative overall. The non-persistent-buffer cluster is strongly supported by matching titles, and the SigLIP2 pair is plausible given the HF-vs-JAX discrepancy vs degraded-embedding symptom. No obviously overclaimed merges stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805" + ], + "prepared_review_unit_hash": "5ecf162adac888c92644b64e5514889d5bdf6fa166efed1b145a5e3615ea5357", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clearly confirmed duplicate issue pair is the exact mask/tensor shape mismatch between 41093 and 44805; 43872/44291 also look like the same `_is_hf_initialized` loading regression. The docs/pipeline-removal pair 43827/44509 is not supported as a duplicate here.", + "confidence": 0.93, + "canonical_issue_reason": "41093 is the best canonical issue because 44805 is the same mask/tensor shape mismatch IndexError and 41093 is the earlier, clearer report.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the strongest representative issue: it has an exact duplicate in 44805, while the rest of the cluster is too mixed to collapse into one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise in loading messages vs a concrete model-loading failure for a specific model; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is a broader regression; not the same concrete issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing effectiveness and MoE memory usage are different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different failure modes during loading." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS integer histogram support and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility break across versions is not the same as a warning about `tie_word_embeddings`." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading regression and flash-attn fallback gating are separate code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM loading failure and Molmo tied-weights metadata are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic `remote_code` breakage and Gemma4 device placement mismatch are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure and `remote_code` regression differ in root cause and symptom." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is a different failure mode from device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44220", + "accept": false, + "reason": "Qwen3VL weight-only loading and Whisper feature extraction are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and the `_is_hf_initialized` loading error are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` loading regression during model initialization/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and the `_is_hf_initialized` bitsandbytes incompatibility are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Weight conversion on load and a corrupted checkpoint are different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Ineffective gradient checkpointing and a missing capability flag are not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading problems, but they affect different models and describe different missing-weight symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "`compute_loss` kwarg handling and a mask-shape mismatch IndexError are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error messaging for Voxtral is not the same as a tokenizer-loading regression for another model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion on load and gradient averaging under DeepSpeed GAS are different bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion and the flash-attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer `model_max_length`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Exact same mask/tensor shape mismatch IndexError; 44805 is a repeat of 41093." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but the packet does not support treating them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is mostly conservative, but the summary overstates the evidence: it claims a true docs/pipeline-removal duplicate pair, yet the only soft pair for 43827/44509 is marked false. That internal inconsistency means the summary is not fully grounded in the packet. The exact 41093/44805 duplicate and the 43872/44291 loading regression look supported, but the docs pair should not be described as a true duplicate unless the verdict is changed accordingly." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915" + ], + "prepared_review_unit_hash": "c76c235ad42a109c78423af5498dd472e79a9ec90b44ff7949e3304c85e5a073", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports across different models/features. The only clear duplicate-like pair is the Transformers 5.0.0 custom model initialization regression (43645/43646); the rest are distinct bugs with only superficial topic overlap.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the broadest, most general statement of the custom model initialization regression, while issue:43645 is a narrower Jupyter-notebook-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best canonical issue because it captures the underlying regression cleanly without the extra notebook-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3.5/video-related, but they describe different failure modes and model scopes; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading errors, but one is Voxtral tokenizer messaging and the other is a specific model load issue; not the same underlying defect." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type failure and NemotronH checkpoint loading are unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5/VL internals, but one is temporal position scaling in video ROPE and the other is meta-to-empty uninitialized memory; distinct bugs." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch under device_map=auto are separate forward-path issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-related models, but one is GGUF support and the other is sliding_window behavior; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is the notebook-specific presentation of 43646's broader bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and MPS histogram for Int in MoE are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention position_ids crash are different model/code-path issues." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and Float8 storage-object loading are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and generic meta-device loading breakage are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/VL and video/embeddings, but one is a StopIteration video generation failure and the other is TRL embedding unpacking; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case in add-new-model-like and Gemma4 PLE device mismatch are separate problems." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical pipeline output/model loading; similar model, different failure." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batching leak and Whisper empty transcription handling are different code paths and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are different regressions." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and glm4v config validation are both config-related, but not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 BertModel index error and tokenizer-mapping add-new-model-like failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and mask/tensor shape mismatch are not the same underlying problem." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map=auto dequantized offload failure and mmap OOM on Strix Halo are different resource/loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is model output behavior and the other is a documentation example with processor/quantization errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x vs hf5.x incompatibility and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config failure are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The synthesis is conservative and grounded in the packet. The summary appropriately treats most pairs as unrelated and only elevates 43645/43646, which the packet\u2019s titles and similarity score support as the clearest duplicate-like pair. I did not see any soft-edge verdict that overstates equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43644|issue:44534", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "9fb2c5ea481fd3fb9c133287e97fcbfb9497fe6e678002335b07f64a0f77d17c", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues, with a few true duplicate pairs: tokenizer-loading regressions, lm_head weight-tying regressions, non-persistent buffer junk in v5, and resize_token_embeddings propagation bugs. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44488 is the best hub for the tokenizer-loading regression cluster: it has the strongest activity and the related reports (44451, 44991) read as the same v5 model/tokenizer loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "44488 is the strongest single issue to keep because it best represents the repeated tokenizer-loading failure across multiple checkpoints and has the most discussion around that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report latest/current Transformers failing to load BERT-like models/tokenizers for different checkpoints; same regression class." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is a ZeRO-3 language_model weight-loading failure; the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA HF4\u2192HF5 incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 non-persistent-buffer junk regression, just with slightly different wording." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint resume max_steps miscalculation and unused SGD args are different trainer/optimizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and Strix Halo mmap OOM are different problems in different paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override for DeepSeek vs wrong token IDs for Granite models are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 doc-example errors and SigLIP2 nonsensical outputs/pipeline behavior are related but not the same concrete issue." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion/loading and GLM-4.7 unit-test loading are unrelated failures." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage and quantized offloading behavior are different regressions." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-MoE LoRA incompatibility does not match the Qwen3-VL shape-mismatch loading bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization junk and the other is custom model initialization in Jupyter." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "These are both memory-related, but one is Qwen3 MoE training memory usage and the other is int4 reserved-memory growth/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility on hf5.x is unrelated to the generic resize_token_embeddings output-embedding bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are v5 tokenizer-loading regressions for different BERT-like checkpoints and look like the same underlying loader bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation and sink-less s_aux=None crashes are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are unrelated model-loading problems." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: embeddings are not propagated to output/decoder embeddings, just on different model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying causing bad generation in multimodal conditional-generation models." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example problems and GLM5 are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as meta-device model-loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a different bug from the tokenizer/model loading regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 multimodal config unwrapping are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 reserved-memory regression are distinct memory issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track-leak inference bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and appropriately conservative overall. The chosen hub issue (44488) is supported by its higher discussion activity and the related tokenizer-loading reports. The accepted soft-edge pairs are plausible duplicates by title-level evidence, and the rejected pairs mostly distinguish clearly different bug classes. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "1527e8735141b340723da203147f13b5ed5b9a681d5b5ca7a518119ad81faffb", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issue reports. The only clear duplicate chain is the resize_token_embeddings regression across 45276, 45292, and 45335; the rest are different bugs or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the bug in the most general form, while 45276 and 45335 are narrower model-specific manifestations of the same resize_token_embeddings propagation failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the broadest and most representative report of the duplicate resize_token_embeddings bug in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs MXFP4 loading falling back to bf16." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both are model-loading/quantization reports, but they describe different bugs and different models." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Strix Halo mmap behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not updating output/embedding modules; 45276 is a Gemma4-specific instance." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different checkpoint issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP2 KeyError affect different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation from save_pretrained is a different bug from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping is not the same as AudioFlamingo3 track embedding leakage." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45335 is the T5Gemma-specific manifestation of the same missing embedding update." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are separate loading/runtime bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is not the same as the ScandiBERT loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap-driven OOM." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch do not describe the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and notebook custom-model initialization are related only at a broad Transformers 5.0 level, not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-nodes compile error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are different problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Issue 43906 is just a reproduction of another report; 44530 is a different Qwen3.5 cache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline bug and Qwen MXFP4 loading fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different export/model bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical resize_token_embeddings chain (45276/45292/45335) is well supported by the titles, and the remaining soft-edge rejections stay cautious rather than overstating duplicates. No mergeability concerns apply here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "a972c74bb13422782254c3c434c9c345d370726c0e36ad6358e271a2ee6431fb", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; nearly all soft pairs are different bugs or feature requests. One pair in the audio feature-extraction path looks like a true duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44206 is the most concrete report of the shared audio feature-extraction crash; issue:44220 is a broader/generic report of the same `_torch_extract_fbank_features()` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the best representative because it names the specific regression and failure mode, making it the clearest canonical issue for that duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; different documentation issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs a template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token API conflict vs `gguf_file` loading breakage are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling and `from_config` text_config unwrapping are distinct model-loading issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5/dev regression and the other is a weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed Zero3/Bert init failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for a roberta model vs Mistral regex patch crash are different model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output/pipeline result is not the same as `ModelOutput` key assignment when a prior key was `None`." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different resource issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` save/load handling and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are different runtime issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and a Mistral tokenizer regex patch crash are different failures." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression do not share the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` / tokenizer mapping behavior is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers being initialized with junk." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` regression are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenizer post-processor updates are different issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repositories and causes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields in `AutoConfig` with `trust_remote_code` and a Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3 MoE FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failures are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper `batch_decode` skipping special tokens and empty-transcription generation after `align_special_tokens` are related by model family but not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch dynamo tracing failure and a template-node compile error are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are unrelated model-loading regressions." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but one specifically concerns non-persistent buffers and the other custom model initialization broadly; not clearly the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure in `_torch_extract_fbank_features()` / `LasrFeatureExtractor`, so they look like the same underlying crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted audio pair is plausibly the same feature-extraction crash, while the rejected pairs are appropriately treated as distinct or at least not clearly identical bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "a73ddd01868b6a87ec2284d4c03c6749cc31f0bc7eeb187e3b2e55020f00b007", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37591, + "estimated_input_tokens": 9398, + "estimated_eval_tokens": 19052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of distinct transformer/model-loading bugs. Only two soft duplicate pairs look like the same underlying issue: GGUF loading regressions and the Qwen3.5 save_pretrained checkpoint regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43452 is the broadest, most API-level report in the clear duplicate set, so it works best as the issue anchor for the GGUF loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 most cleanly captures the shared failure mode at the from_pretrained/gguf_file layer, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: chunked generation/compiled forward inconsistency vs a cache length return-type contract bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both report the same GGUF-loading regression in transformers v5; 43482 is a model-specific instance of the broader gguf_file/from_pretrained failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the symptoms and code paths differ (missing tied-weights key vs loading a specific BERT model)." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is dequantized model device-map offload failure; the other is GGUF loading regression for Qwen2.5." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family bugs, but one is output_hidden_states behavior and the other is rope/position-id scaling for Qwen2.5-VL." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different areas: template compilation vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but one is an installation extra omission and the other is a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to MIMI encoder batching/padding-mask behavior." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but they appear to be different model-specific regressions rather than one shared bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation dispatch/sync overhead is unrelated to StaticCache return type." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied lm_head weights, but one is a model class tying bug and the other is a device-dependent serialization bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failure modes; no clear shared code-path." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during loading is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing failures for different model families." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both affect vision pipelines, but one is bad results from model/pipeline handling and the other is an incorrect processor output size." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Fine-grained FP8 config failure is unrelated to template compilation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and junk-filled buffers are separate regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both involve encoder/codec correctness, but they are different models and different underlying bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to processor image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure for ScandiBERT is not the same as a Mistral tokenizer regex crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models, different failure surfaces, no shared bug indicated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a later report of the incorrect visual-encoder/checkpoint key serialization." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to a KeyError when loading MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related, but one is FP8-config specific and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "These are different low-level errors with no clear shared code path." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to model loading failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing weight tie and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is not the same as strict config blocking granite_speech loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only treats the two strongest soft pairs as same-bug matches (GGUF loading and Qwen3.5 save_pretrained), while the remaining rejections are appropriately cautious given the titles alone. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "bb9ae8b182753d0314bd067f0cdce950e04c7de63547fe3f46df80a214c5f6c7", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports, with a loose concentration around Transformers v5/v6 regressions and tokenizer/model-loading bugs. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella regression here (recent Transformers versions breaking models using `remote_code`), so it is the closest representative issue, though the cluster is still too heterogeneous to be a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative because it spans the widest slice of the Transformers v5 regression subgroup; however, many other items are model-specific or unrelated, so it is not a strong canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; different code paths and fixes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer class name conflict vs Qwen3 auto device-map CUDA assert; unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are video/VL regressions, but one is a broad v5.3.0 video input regression and the other is a specific RoPE position-id scaling bug for still images." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs an AutoModel loading noise issue; no shared bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss vs Whisper batch_decode skipping special tokens; unrelated model and API behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper inference failure vs missing Float8 storage object; different runtime/storage issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization/special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not inserting BOS/EOS for one tokenizer." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image batching; distinct problems." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression vs junk non-persistent buffers; unrelated initialization vs state-buffer bugs." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs remote_code model loading regressions; different layers and fixes." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states rebuild issue; unrelated internals." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag; related theme but different concrete defects." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json ignored vs wrong token IDs for Granite; both tokenizer-related but not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure in v5 vs CLIPTokenizer model_max_length behavior; unrelated tokenizer issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration vs single-label classification zero-loss bug; different training pathologies." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` gaining an unexpected arg vs Float8 storage lookup failure; no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is temporal position-id scaling in still-image handling." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure vs Qwen3 MoE training memory inefficiency; different symptoms and fixes." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression vs missing `pad_token_id` on Llama4Config; unrelated model-specific issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error message issue vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow/backend packaging, but one is missing TF in `.[torch]` and the other is tensorboard-only causing undefined TF backend; similar area, not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/weights issue vs Qwen3.5 save_pretrained key regression; unrelated models." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking issues, but one is MIMI encoder padding-mask mismatch and the other is Gemma3 sliding-window NaNs from all-padding windows." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 CUDA assert vs Mistral regex patch crash; unrelated failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE vs `init_empty_weights` argument regression; different functionality." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/`torch_compilable_check` failure vs dtype mismatch in bfloat16 inference; not the same problem." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other custom model initialization; too broad to merge as one duplicate." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging gap vs vLLM loading failure for PaddleOCR-VL; only loosely related by dependency/backend concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923" + ], + "prepared_review_unit_hash": "27984ff49a4f19df1013007ae29e9bee3328fafabdd37e1794b8d4bd743c230b", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated model-specific regressions, mostly around Transformers v5 loading, tokenization, generation, and device/dtype behavior.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Whisper runtime crash vs meta-device loading breakage across some models." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model quality issues, but they affect different models and different code paths." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "One is an internal initialization-flag regression; the other is a bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope indexing vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is failed weight tying for a specific config and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config loading vs GGUF loading on v5." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same family (Qwen2.5-VL) but different modalities and bugs: multi-image finetuning vs video position IDs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs within Qwen2.5-VL: still-image temporal scaling vs video vision_position_ids." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key handling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to a torch/Transformers version incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression is a model forward-output bug, not ModelOutput key assignment." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different areas: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different concrete bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both can OOM, but one is a quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures via torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both involve loading, but one is an unexpected init_empty_weights argument and the other is strict config validation." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific tokenizer special-token omission is not the same bug as broad wrong token-ID regression across models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch with offload does not match DAC.from_latents forward/STE behavior." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device issues; auto device map assert is not the same as PLE forward mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation bug is unrelated to torch.compile SDPA failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and load failures with no shared code path evidence." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors are unrelated to a finetuning failure on iterable multimodal data." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch consistency bug is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying failure and dtype mismatch are different problems in different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + } + ] + }, + "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": 17, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43450|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "b39d7704a7ad48c16bbfb331af76ee970cad9274760f87e246c46471f9e076a2", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37756, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly false-positive similarity: the paired issues share broad themes like loading, offloading, batching, or serialization, but not the same concrete bug. I would keep them separate and anchor the cluster on the open offloading/quantization report if a representative issue is needed.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, covering the offloading/quantization path that several nearby items loosely resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best anchor because it is open, has the most discussion/references, and describes the core runtime path most likely to attract related follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: StableLm config field regression vs composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but one is a dequantized model load failure and the other is a broader offloading regression; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Unrelated failures: perplexity regression vs Trainer/LoRA gradient checkpointing behavior." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are shape/batching issues, but they affect different models and different preprocessing/model code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization vs tokenizer behavior change; no shared concrete failure mode." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs: untied lm_head weights vs packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different loaders and failures: vLLM/PaddleOCR-VL model load vs tokenizer loading for a specific model." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained serialization, but one is lm_head.weight tying and the other is visual encoder key saving; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen failures: device-mapping assert on A800 vs flash-attention generation corruption." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression vs kernels dependency/version requirement during evaluate import; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different subsystems: image processor label reduction vs model weight-tying attribute missing." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different concerns: dtype propagation in Blip2 vs resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma variants and different failures: variable name collision in forward vs device-mismatch under auto device map." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model serialization, but one is tied lm_head weights and the other is incorrect visual encoder keys." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bfloat16 inference; different code paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature change vs Qwen3Moe FP8 configuration failure; no shared bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package backend inclusion issue is unrelated to kernels version/revision import failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer loss signature regression and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and missing Gemma4Processor tokenizer attribute are distinct failures." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth vs apex FusedRMSNorm memory leak are different memory issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffer junk initialization are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-processing bugs: OmDet-Turbo emits the wrong input size, while Perceiver fails on non-default resolution." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model/runtime failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/batching crash vs image processor resolution mismatch; not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + } + ] + }, + "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": 17, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43322|issue:46050", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059" + ], + "prepared_review_unit_hash": "27a3b56a7b039027910d20cafed1010f3a7e9de180ca6f37982d4a2d31728543", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bugs spanning tokenizers, processors, model loading, generation, training state, and docs. None of the soft-similarity pairs look like the same underlying bug/change, so I would not collapse any of them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs sinq quantized save/load corruption." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/load-related, but they hit different models and code paths (FineGrainedFP8 vs dequantized gpu+cpu offload)." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a processor.tokenizer regression; the other is broad tokenization/version drift." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto-device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is not the same issue as version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated: model auto device mapping assert vs inability to run a parallel script." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen3-family problems; one is device mapping, the other is TP-only behavior in GPT-OSS MoE." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility is separate from kernels import/version metadata requirements." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is Mistral regex patching crash and the other is Granite token ID regression." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels import failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different config bugs: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal failures: video input processing vs from_pretrained weight_only loading." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update bug is distinct from Granite token ID output regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different task failures, and different error modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both concern tokenizers, but one is slow/fast behavior mismatch and the other is a T5 class loading conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is separate from Qwen3.5 streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA issue in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking are different accelerate-loading bugs." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels package import/version checks." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Special-token post-processor update bug is not the same as generic tokenization changes across versions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures; not the same underlying loading bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to tokenizer mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are separate issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/code is unrelated to removed pipeline task documentation." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering label dropping is unrelated to SAM3 text/bbox behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:43421|issue:43927", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:43381|issue:43844", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "7f0db49d0f92ff56615d23e3cdd53301f9cb25abb1f16196fcf14a11fca45259", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. The strongest match is issue:44514 / issue:44545, which looks like a likely duplicate pair from near-identical titles and the same processor/method, but the packet does not provide body-level corroboration. No PRs were present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the cleaner representative of the likely duplicate pair, with a more direct title for the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative of the near-identical Qwen2.5-VL chat-template reports, though the duplicate status is still only weakly supported by the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical titles, same processor/method, and same batched-input padding=False crash pattern; likely the same bug, though body-level confirmation is limited here." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior versus a T5 RMSNorm memory leak are different underlying bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning and multimodal token counting undefined-variable crash are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer post-processor updates and DiaConfig save/load token-ID loss are different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the models and concrete failure paths differ." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload incompatibility in rotary embeddings are not the same code-path issue." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training and progressive generation with inputs_embeds/past_key_values are distinct issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux handling versus composite Qwen config unwrapping are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A specific model load failure and PIL backend processors requiring torchvision are separate problems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "tie_word_embeddings warning during LoRA training and incorrect visual encoder keys on save are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument conflict and model-specific tokenizer load failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak and missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuild bug and missing gradient-checkpointing flag do not look like the same defect." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL input-embedding unpacking failure and trainer.evaluate after trainer.train are different failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline tokenizer cache loading and the mistral-regex model_info call are related to offline mode but not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing updates and LayoutLMv2 NER/padding crashes are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU-offload incompatibility are different underlying problems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window handling are separate config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a T5 memory leak are not the same issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError on tokenizer loading and the other is a codec-handling regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "These are both Qwen video-input bugs, but the titles point to different failure conditions without a clear shared code path." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and degenerate zero-loss classification are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position-id issues are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:44514 / issue:44545 is plausible from the near-identical titles, but the writeup overstates the evidence by calling it a \"confirmed duplicate pair\" and asserting the same crash without body-level corroboration or explicit linkage in the packet. The rest of the soft-edge rejections look conservative, and there are no PRs in the packet, but the summary should stay more tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:43653|issue:43720", + "issue:44077|issue:44625", + "issue:44220|issue:44661", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "1f0df0e714efb5dca084cb92b435d498c0aa266586fcbb0e11c87f4363eb7031", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked items mostly share only broad Transformers-adjacent themes, not the same underlying bug. No soft edge looks like a true duplicate or mergeable PR pair.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43873 is the most active/open item in the set with the strongest discussion and inbound references, so it is the best representative issue even though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall representative by activity and visibility; it stands out more than the other unrelated bugs, but it should not be treated as a duplicate umbrella for them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: one is SigLIP2 loading/pipeline nonsense, the other is CamemBERT MLM prediction regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression/warning issue vs repository listing revision forwarding; unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void-segmentation handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel init crash vs audio fbank feature extraction bug; different subsystems." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight bug vs DAC latent/STE mismatch; not the same underlying defect." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are loading/saving related, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decode issue vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy change vs Qwen3.5 num_labels propagation; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping failure do not share the same code path." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are distinct model-loading issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal-model bugs, but the video-input ValueError and the Gemma3n tensor-name collision are different root causes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-specific regressions." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/runtime dtype or compile behavior, but the Bamba SDPA compile failure and the SwitchTransformers/TimmWrapper dtype mismatch are different problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading/offloading themes, but one is PEFT local checkpoint loading and the other is quantization offloading behavior; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba versus DAC forward/from_latents mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input/embedding validation messaging is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are separate defects." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER inputs and Perceiver non-default-resolution failure are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal issues: dtype mismatch in Mistral-3 preprocessing versus Gemma3n attribute collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are distinct architecture/config regressions." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication and sleng-bert loading failure are different tokenizer problems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are different code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; similar area, different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption and StaticCache seq_length contract violation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Config-loading regressions in different places: missing fields from trust_remote_code vs strict config blocking granite_speech loading." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version-regression output differences, but they affect different models and do not share the same underlying fix." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizerBackend post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer/processor 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": 17, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43452|issue:44991", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "2932e63c432412c817e01b29a8bd2af82df93765087dde2491489f062ecfc42f", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous. Most soft pairs share only a broad subsystem or symptom, not the same concrete bug/change, so I would reject all soft edges. The closest representative issue is the broad tokenizer-regression report, but it is not a true duplicate anchor for the whole cluster.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the closest representative, but the cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most generally framed runtime regression here and overlaps the tokenizer-related subset better than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failure modes; both are video-input bugs but not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "One is a dtype-loading issue in BLIP2; the other is a Video-LLaVA architecture/weight-sharing bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to Kosmos2.5 long-OCR indexing failure." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model families and different code paths: weight-only load error vs flash-attention generation bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation are unrelated failure paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and models: Llava loading segfault vs MoE MPS histogram dtype error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are device/dtype-ish, but the concrete model paths and root causes differ." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer load failure are different tokenizer code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue; the other is a model output correctness bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice-preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad report; not clearly the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length contract and text_kwargs/return_tensors handling are different API bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing and slow/fast tokenizer inconsistency overlap only loosely; not the same concrete defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate-after-train are different runtime failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatch bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading failures and a tokenizer-specific version regression are different issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch behavior." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Docs referencing removed pipelines and the error message wording are related topic-wise but not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight-only loading are unrelated model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but they hit different components and code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are different backend-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Dependency/backend packaging issue vs tokenizer regex crash; no shared bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the FP8 B200 inference bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM correctness and tokenization-version changes are different layers of the stack." + } + ] + }, + "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": 17, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43746|issue:44811", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:45459|issue:45803", + "issue:43720|issue:44610", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:43749|issue:44291", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "33fedcd68b1284a356ffdc789664905a78309171d4212102b81b6c146e4fc49e", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs cover unrelated loading, processor, training, quantization, and architecture bugs. None of the candidate pairs look like the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate emerges from the titles alone. If one must be chosen as the broadest umbrella issue, issue:45020 is the most general model-loading regression, but it does not subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest and most general issue in the set, centered on recent transformers regressions affecting model loading with remote code. It is the least specific anchor, though still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE behavior." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a different bug from CLIP text model structure changes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token registration has nothing to do with MXFP4 quantization fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A Beit label-reduction bug is not the same as RTDetrV2 output drift in v5." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue text and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they describe different Qwen config/model-loading problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is broader-scope related but not the same remote_code regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation errors are unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token-count video-path bug is unrelated to removed auto_mappings references." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "A missing Float8 storage type error is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM loading are different loading bugs with different failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index errors are a different path from trainer.evaluate() failing after train()." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to MXFP4 quantization loading on git-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch and DiaConfig custom token IDs after save/load are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import path breakage is not the same as custom-model initialization issues in notebooks." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss-20b MXFP4 loading." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo image-size mismatch are different vision-model bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overbroad exception handling, but in different code paths and with different triggers." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor sizing." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError from transformers.generation is unrelated to CustomTrainer.compute_loss keyword handling." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying failure and BLIP2 dtype propagation are different model-loading issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency changes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are distinct loading failures." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaults are unrelated to Whisper batch_decode token-skipping." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE accelerate/deepspeed weight conversion and multimodal token counting are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code and unwrapping text_config for composite Qwen configs are separate config-construction 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": 17, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43927|issue:44912", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:43257|issue:43696", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "33a6c6b3a87c1099dd6965c5c4d71c1c38040feb2c8ca32d2eddad830c2a7ee8", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37716, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Kept the Qwen video-input pair as the only plausible duplicate subcluster; the tokenizer-loading pair is too speculative without a clearer shared defect path. Overall the cluster is mostly unrelated model- or tokenizer-specific issues.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 44479 is the broadest and best-supported representative of the Qwen VL video-input regression cluster, with 45381 fitting as a narrower instance of the same v5.3.0 video bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest issue to anchor the cluster because it describes the broad video-input regression across multiple Qwen VL variants, rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning and Qwen3 MOE weight conversion are different loading paths and failure modes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined helper in multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token tracking and GPT-OSS perplexity are unrelated symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/device behavior, but they affect different models and different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but with different tokenizer families and different mechanisms." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the concrete bugs differ: undefined multimodal-token helpers versus a broader Qwen VL video regression." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-states output behavior and tokenization changes are different areas of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen MOE weight conversion and Qwen3-VL shape mismatch are distinct model-loading bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/auto-load tokenizer-model handling and Apple Silicon allocator warmup are separate bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific regressions with different symptoms and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both touch tokenizers, but they involve different bugs and model families." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 failures with no shared concrete code path." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no evidence of the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen VL video-input regressions, and 45381 reads as a narrower symptom of the broader bug reported in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input failures, but they appear to affect different Qwen model families and likely different regressions." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump issue are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed runtime weight-shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights incompatibility are different loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "The AddedToken special-argument TypeError and the EMBEDDIA/est-roberta tokenizer load failure are not shown to share the same concrete code path." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related model issues on different architectures." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different model families and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-OSS out-of-memory are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash-attention crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen video-input pair (44479/45381) is reasonably grounded, but the tokenizer-loading pair (44062/44991) is too speculative from the packet as presented. The summary overstates the evidence by treating that as a real duplicate subcluster without a stronger shared bug path. Please keep soft-edge accepts more conservative unless the packet clearly supports the same concrete defect." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:44913|issue:46121", + "issue:43906|issue:45381", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:42175|issue:43824", + "issue:28282|issue:34689", + "issue:45357|issue:45920", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44625|issue:44877", + "issue:43697|issue:45216", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "d2eb71ac5f4ce0ba8d45b2a308890c11aaf1a80fb55bffd3c9cc70fb012280b0", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issue reports with a few thematically close loading/config regressions. I only see one plausible duplicate pair (SigLIP2 correctness/output behavior); the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43493 is the earlier, more root-cause-oriented SigLIP2 correctness report and is the best anchor for the one plausible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the strongest standalone issue in this mixed set: high activity, inbound references, and a broad, user-facing regression around loading efficiency.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Both are runtime behavior bugs, but one is a weight-tying/model-init issue and the other is a cache API contract issue; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated trainer bugs: token accounting not updating vs custom loss signature incompatibility." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related errors, but the failing APIs and underlying causes are different." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: custom model init under transformers 5.0 vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one is silent config reload loss and the other is a type error in rope param conversion." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No clear overlap beyond being reproduction/vision-model issues; different models and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying correctness problem: HF implementation/pipeline outputs diverge from expected behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen/MoE bugs: accelerate+deepspeed weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model-loading complaints, but they target different models and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/memory, but one is FSDP efficient-loading breakage and the other is mmap OOM mitigation on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Import errors in different dependency/backend situations; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: init_empty_weights argument handling vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is TensorFlow backend packaging, the other is a missing Qwen VL import/export symbol." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading failures, but one is a missing PyTorch dependency message and the other is a specific Llama 3.2 Vision regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different Qwen3.5 issues: incorrect saved visual encoder keys vs wrong tokenizer IDs across multiple models." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different image/text preprocessing bugs with different trigger points." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs inability to load a specific BERT model." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different model-loading errors with different underlying data types and failure sites." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency-version pin issue; the other is stale auto-mapping references." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency message vs LayoutLMv3 box-content validation clarity; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a processor label-reduction bug; the other is a classification loss degeneracy across models." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields being lost, but one is a generic trust_remote_code loading issue and the other is a specific strict-config field drop." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different model families and different failures: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is RoPE-layer dropping and the other is video RoPE index scaling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config bugs: num_labels propagation vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: RTDetrV2 output changes vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different image/model-loading issues; no shared concrete code path or bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43493/43994) is reasonably supported by the shared SigLIP2 discrepancy theme, and the rest of the negative verdicts avoid overstating overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:45372|issue:46170", + "issue:43906|issue:46202", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:45542|issue:46178", + "issue:38175|issue:43295", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "b8ea32b8fe744f08fd3dddabe11bfd0cc7b981a654ae900cdced79ba75a85d40", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36604, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mix of unrelated bug reports across tokenizers, processors, generation, training, and device-mapping; none of the soft pairs appears to be the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures and the soft pairs are only superficial title-level similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because there is no coherent duplicate set here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding handling and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train(); unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training DeepSpeed weight-dimension error vs LayoutLMv3 box validation/error-message clarity; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is gguf loading for AutoTokenizer/AutoModel, the other is an offline model_info() call in a tokenizer regex patch; different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to merge." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading failure vs Blip2 dtype not propagating to model/qformer; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common vs Windows/ROCm torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a prior issue vs a Gemma pipeline roundtrip failure; no clear shared bug." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch vs Whisper batch_decode skip_special_tokens handling; different components and failures." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 vs Kimi-K2.5 codec/regex warning regression; same general area but different concrete bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Training/evaluate lifecycle issue vs Gemma4 device_map forward mismatch; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different models and failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard/TensorFlow backend import confusion vs tensorflow_text backend mapping error; similar theme but different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities vs processor.tokenizer regression; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs: mask token registration vs BOS/EOS insertion for mdeberta-v3." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation vs RTDetrV2 output drift in v5; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in _patch_mistral_regex vs tokenizer load failure for EMBEDDIA/est-roberta; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 modular recurrent-state reset; both generation-related but different code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs quantized model save/load breakage; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token issue vs DiaConfig custom token ID persistence; different components." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM-125M load key error; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert vs a reproduction issue reference; no shared concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs DiaConfig save/load token IDs; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation correctness, but chunked compiled-forward inconsistency and Qwen3.5 flash-attention failure are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError; 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": 17, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44849|issue:46209", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:43452|issue:44451", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "caa95b5142e6b1922feec4b6828887e1bcfd2bcb892ff8565fce2a5cd351e5c2", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated bugs/regressions across loading, training, config, serialization, and model-specific inference. The soft pairs mostly share only broad subsystem or model-family similarity, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and does not revolve around one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: none of these appears to subsume the others as the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the bugs differ: missing fields in AutoConfig vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attention generation vs FP8 inference on B200 hardware." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate trainer bugs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "One is dtype handling in BLIP2 loading; the other is a flash_attention crash on sink-less models." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to embedding resizing reinitialization in post_init." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different paths: Gemma3 sliding-window attention vs classification-head init/checkout." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading failure for BEiT segmentation is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading problems: BEiT legacy preset vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer TypeError is not the same as a multi-GPU training feature/request issue for Qwen2-VL." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied lm_head serialization and the other is sinq quantized model persistence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and bugs: BEiT preset loading vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto device-map cuda assert is a different problem from chunked generation inconsistencies with compiled forward." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading KeyError and AutoImageProcessor URL loading are different loading paths and failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with device_map='auto' is unrelated to quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one TypeError are distinct issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage for tokenizer/CausalLM is not the same as inability to load ScandiBERT." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and Mac bus error on CLIP are unrelated failures." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID loss after save/load are different bug classes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default is unrelated to processor.tokenizer / image-passing regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to DiaConfig save/load token-ID corruption." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsense outputs and return_tensors being ignored are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training request and CustomTrainer.compute_loss signature error are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 dropping RoPE layers is a model architecture bug, not the same as GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-field issues, but different configs and fields (pad_token_id vs pad_token_idx) with different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-encoder-key regression are separate code paths." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is a core implementation discrepancy." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43688|issue:45704", + "issue:39692|issue:43295", + "issue:43334|issue:43572", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:43257|issue:43299", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "f6ded9bcd83b3487606a7f731380e4ba33cd04fc2b4e4214d0c5b0e7597c7d1d", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "The cluster is highly heterogeneous: mostly unrelated regressions across different models, configs, tokenizers, and training/inference paths. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bugs and API regressions, so there is no clear duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the reports do not share one underlying code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: Phi-4 multimodal load failure vs an unreleased PEFT version bump." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video parsing and Qwen3.5 flash-attention generation are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning token-type defaults and multi-GPU inference OOM are unrelated Gemma4 issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is not the same as the HF_HUB_OFFLINE model_info patch regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure differences are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A faulty documentation example is not the same as a processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a ZeRO-3 gradient blow-up." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Pad token config absence and multimodal text_config unwrapping are distinct Qwen config issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during multi-GPU inference is not the same as a device mismatch in forward with device_map=auto." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training have no common underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different tokenizer/config issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import-key errors are unrelated environment/runtime bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field load failure and CPU-offload device mismatch are different loading/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized arg reflect different initialization regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight-conversion failure and Qwen3VL MOE loading breakage are not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation and text_config unwrapping are separate composite-config issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and a PEFT version pin are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU-offload mismatch and a stale GraniteSpeech CI test are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different failure modes: legacy preset field vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenizer changes across versions." + } + ] + }, + "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": 17, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:44521|issue:45290", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987" + ], + "prepared_review_unit_hash": "a220e8eba9f51b8d0a8360e22c427a39082247e998a9464c036528f0fc70e7ee", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy heterogeneous cluster of unrelated issues; the soft pairs mostly share only broad subsystem keywords and do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated tokenizer, generation, serving, multimodal, quantization, and training problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate is appropriate as a duplicate target; none of the issues subsumes the others or represents the cluster\u2019s main bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they hit different code paths: multimodal tensor handling vs KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different generation bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention sink-less-model crash and a sinq save/load quantization regression are not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and unexpected position-id key warnings are different model/serialization problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated training vs loading failures." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and NoneType broadcast in Trainer are separate bugs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are different model-training/runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and an import version check are not the same code-path problem." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks and tool-call tokenization crashes are distinct chat-template failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation and flash_attn import on Python 3.13 are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is offload behavior and the other is broken save/load after sinq quantization." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and PLE device mismatch during forward are separate Gemma4 bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different training-state issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states handling are distinct generation bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding crashes and return_tensors being ignored are different tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing and MacOS bus error on a CLIP model are not the same problem." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement mismatch and return_tensors option handling are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch do not share a code path." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different processor/model bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx config regression and physical-intelligence/fast load 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": 17, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43950|issue:46285", + "issue:43572|issue:43957", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:43526|issue:46192", + "issue:42915|issue:43824", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:45759|issue:46285", + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:43262|issue:43450", + "issue:45520|issue:46170" + ], + "prepared_review_unit_hash": "d99521bf9cb51b271eaed482576c13c702a47cd2d4e6fc4e78d6f92716ab12a5", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37426, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two pairs look like true duplicates: the multimodal config loading regression around missing `pad_token_id`, and the SigLIP2 implementation/discrepancy reports. The rest are different bugs, models, or failure modes despite some superficial similarity.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared multimodal loading regression: it has a concrete `pad_token_id` AttributeError and matches the same failure pattern seen in 43525.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the strongest triage candidate overall because it is specific, reproducible, and appears to subsume the Llama4 `pad_token_id` variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: MPS attention correctness vs tokenizer codec/regex regression." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example errors and quantization failure do not match a `return_tensors`/`text_kwargs` precedence bug." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer loading and the other is CLIP class structure/attribute layout." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing `pad_token_idx` in a config is not the same as meta-device model loading breakage." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position indexing and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize/interpolation failure is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights by device is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Default `mm_token_type_ids` handling is different from rope/temporal position scaling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend issues, but they concern different backends and failure mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure is a different regression from meta-device loading bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same loading-time `pad_token_id` AttributeError on multimodal config objects, just for different model families." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing model export and incorrect detokenization are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and CUDA OOM are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Precision/dtype mismatch during evaluate is not the same as MoE training memory inefficiency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to a stale CI test." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both describe SigLIP2 output/implementation mismatch problems, with the HF model diverging from expected behavior/reference." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure and missing model export are different problems." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save/tokenization failure in a different model are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and flash-attn import error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to the SigLIP2 discrepancy report." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 model output issues and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: an internal flash-attention helper vs a model class export." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP class structure changes are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These involve different removed/missing utility functions and different affected models." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched padding crash and all-zero assistant mask generation are related area-wise but not clearly the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaults and video batch shape handling are different processor bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/backend import failures with different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. In particular, 43334/43525 share the same missing-`pad_token_id` loading failure pattern, and 38175/43493 plausibly describe the same SigLIP2 implementation discrepancy class. The remaining rejects are appropriately cautious given the differing titles and 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": 17, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:45127|issue:45245", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:45290|issue:45381", + "issue:43611|issue:43931", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:45588|issue:45859", + "issue:45459|issue:46234", + "issue:43278|issue:43825", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "e1fe8f6549075e6649e7dde51152965d1731373b95967e09880591ca25ff0ca4", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem or format similarity, not the same underlying bug. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earliest and more detailed report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 is effectively the same report with a later timestamp and near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue here because it is the clearest true duplicate target in the set and has the most complete problem statement for that regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are model/inference failures, but on different models, hardware, and failure modes (`cudaErrorAssert` on A800 vs FP8 inference on B200)." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction mismatch vs a GraniteSpeech CI test with stale device override." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated bugs in different vision/detection components: processor input size mismatch vs float16 AMP crash in a loss module." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but they target different deprecations and different behavior changes; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and helpers: DAC `from_latents` mismatch vs a Qwen3 Omni MoE feature-length helper issue." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio/feature extraction, but one is a feature extractor arg regression and the other is Whisper empty transcription handling." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs `torch.compile`/SDPA failure in Bamba." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are detection/training issues, but one is an AMP CUDA crash and the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-offload mismatch in Bark-small vs a Qwen3 Omni helper function bug; no shared underlying change." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: Janus image-generation test failure vs a stale warning for `num_return_sequences`." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 compatibility issue; not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/embedding-tie collapse is unrelated to the category-cardinality runtime limit error." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different problems: output drift across Transformers versions vs recurrent state reset when using cache." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting bug and flash-attention `s_aux=None` crash are separate code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/config issues: SwitchTransformers sparse-layer creation vs BigBird mask token registration." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different failures in different modules." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is a base-model-prefix breakage and the other is a Qwen3-VL shape mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to the Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs GraniteSpeech device-override CI test." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/forward issues, but they affect different models and different mechanisms (`center` arg vs device_map auto mismatch)." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and domains: DAC latent mismatch vs unexpected position-id keys across models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT pretrained preset loading with a legacy field." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/classes with different causes and fixes." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` `NoneType` errors are unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/flash-attention-adjacent behavior, but one is `s_aux=None` in flash attention and the other is rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing is unrelated to the missing `is_falcon_mamba_ssm_available` utility export." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the pipeline translation error message regression." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example problems and BEiT fast processor label reduction are different model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Completely different bugs: SwitchTransformers config handling vs Qwen3 Omni feature extraction helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern label handling, but one is `gather_for_metrics` dropping tuple elements and the other is BEiT fast processor `reduce_labels` truncation." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE `from_pretrained` regression, with near-identical titles and overlapping version scope." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/quantization issues and position-id warnings are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pair, issue:45310/issue:45478, is well-supported by identical titles and overlapping regression scope. The other pairwise rejections stay safely on the cautious side and are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:43606|issue:44857", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:29942|issue:35141", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:45372|issue:45588", + "issue:43746|issue:46209", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "d491aea8456d54bd41215fde5b1a36b13c9bc4a077785ca53aecab7748c72ec9", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster here: the items are mostly unrelated bugs/regressions with a few superficial overlaps around tokenization, loading, and v5 regressions. I would not merge any of the soft pairs.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue in the set: it describes a multi-model v5 tokenizer regression, has inbound references, and best matches the cluster\u2019s recurring tokenizer-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is open, high-signal, and spans several affected models rather than a single narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinit after resize; different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure vs a stale CI test for GraniteSpeech; unrelated problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure descriptions are too different to treat as the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug vs GraniteSpeech CI test failure; no shared underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning vs model-loading failure in tests; different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs regression vs return_tensors being ignored; both touch tokenization APIs but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion vs a v5 trust_remote_code breakage; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP crash; different failures." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities vs unexpected position-id key warnings; not the same underlying problem." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU OOM; unrelated symptom and cause." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different models/code paths; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation issue; too different." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression vs post_init reinitialization after embedding resize; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch vs helper output-length behavior; no shared code-path bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs Trainer NoneType broadcast crash; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure vs feature-length helper behavior; different problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after save_pretrained; both are loading-related but not the same defect." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs BeitImageProcessorFast label reduction bug; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path warning vs tensor-parallel OOM; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to tokenizer output regressions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinit after resize; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation bug vs stale warning text for num_return_sequences; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings on mixed-length batches; different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models; different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash_attention.py s_aux=None crash; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading issue vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure vs flash_attention AttributeError; unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except bug; different models and causes." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "General base_model_prefix loading break vs CLIP model structure inconsistency; related theme but not the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py sink-less crash vs Gemma4 PLE device mismatch; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval vs gradient-checkpointing in eval mode; 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": 17, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:36010|issue:37428", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:45372|issue:45459", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44206|issue:44479", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "78d6a42930bf813fe098921a2540f5694d18fce77987a273192a342a0006f5bb", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35041, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like transformers bugs, import errors, or model regressions, but they describe different code paths, symptoms, and fixes. No PRs are present in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best cluster anchor because it is open, has the most discussion/inbound references, and is a broader runtime behavior bug rather than a highly specific one-off symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable issue representative overall: it is active, broadly framed, and likely to attract follow-up fixes or references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern generation/serialization differences in v4 vs v5, but one is about Pegasus output changes and the other about lm_head.weight serialization; different failure modes and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are ImportErrors in transformers, but they involve unrelated symbols and modules: GenerationMixin vs _flash_supports_window_size." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration causing empty decode is unrelated to Qwen recurrent state reset with cache." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting and Trainer _gpu_broadcast_one NoneType errors are different subsystems and bug classes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale num_return_sequences warning are unrelated; one is a hard validation failure, the other a warning bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf exception masking tokenizer errors is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR model memory not being released." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope validation TypeError are separate loading/validation paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is not the same bug as Wav2Vec2 save_pretrained and tokenization failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-style vision issues, but one is a MacOS bus error with a community CLIP model and the other is a documentation example mismatch plus quantization failure." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading fails due to a missing ReasoningEffort import, while the other issue is about protobuf decode-error handling in tokenizers." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "An eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and TrainerState num_input_tokens_seen not updating are unrelated issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and Qwen video-input regression are different models and different API paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepseekV3MoE divergence describe unrelated problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different functional areas with different symptoms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Gemma4 SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but distinct loading/selection bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and TP loading OOM for Qwen2-57B are unrelated training vs loading problems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are clearly different model/runtime problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a very high level; the concrete failure modes and code paths differ." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is a narrow path-resolution bug, unlike the broader quantization offloading issue." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 17, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43065|issue:43994", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:43334|issue:43531", + "issue:43526|issue:44857", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "0be208737bfef5f374b32b9333e011fd09aa35aedf6902595d5474d686118c9b", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36184, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, tokenizers, and runtime paths. I do not see any true duplicates to merge, so the cluster should stay split.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical duplicate exists. If forced to pick an anchor, issue 45229 is the most broadly documented and discussed user-facing regression, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the strongest standalone report by discussion volume and repro detail, so it is the best representative only as a noisy cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor runtime update bug vs. Gemma3 NaN embeddings in sliding-window attention; different code paths and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs. checkpoint resume key mismatch; unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs. AutoTokenizer failing on a FastSpeech2 tokenizer; different tokenizer bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch vs. RT-DETR memory not being released; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A800 cudaErrorAssert during auto device mapping vs. multi-GPU OOM on Gemma4; both CUDA-related but different concrete failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError on NoneType vs. MacOS bus error in CLIP loading; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer counting bug vs. DeepseekV3MoE divergence from remote implementation; different model logic." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "mistral_common import breakage for Gemma4 processor loading vs. Gemma4Processor missing _tokenizer in serve; different failure points." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression vs. undefined video multimodal-token helpers; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs. Kosmos2.5 long-OCR index error; not the same underlying issue." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures vs. GenerationMixin import error; different regressions." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 vs. MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs. Qwen3_5Moe rotary embedding CPU-offload incompatibility; different code paths." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs. D-FINE auxiliary-loss omission; unrelated model behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs. Gemma4 processor dependency import breakage; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs. LayoutLMv2Tokenizer crashes on NER padding/truncation; different tokenizer/image-processor issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM loading Qwen2-57B vs. checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id vs. Qwen3-MoE sliding_window issue; same family name but different concrete bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label handling vs. LwDetrImageLoss float16/CUDA crash; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model loading OOM for a specific Qwen checkpoint vs. int4 quantization reserved-memory regression; different causes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning vs. eval-mode gradient checkpointing restriction; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs. category-count overflow runtime error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs. vague dependency issue; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs. bfloat16 dtype mismatches in inference; different areas." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad Transformers 5.0 custom init regression vs. a specific patchtsmixer post_init policy issue; related theme, but not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-information error message vs. token embedding reinit after resize; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs. Whisper batch_decode skip_special_tokens bug; different processors/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": 17, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:42175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46234" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44479|issue:45290", + "issue:44442|issue:45803", + "issue:43931|issue:45216", + "issue:42175|issue:46234", + "issue:34689|issue:36010", + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:43316|issue:45759", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43643|issue:44913" + ], + "prepared_review_unit_hash": "f99af3fce1d3b85f014cc8b0067f58c399be55895993fbb6b78f1d6d19d90994", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36269, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster here: the issues are broadly heterogeneous, and the soft links are only superficial topic overlaps. All soft-edge candidates should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/features (tokenizer, trainer, quantization/offloading, model loading, docs, packaging), so there is no shared root cause to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no unified underlying problem; choosing any one issue would misrepresent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes (FineGrainedFP8Config vs weight-shape mismatch)." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/processor bugs: sampling-rate defaulting vs an unsupported argument in feature extraction." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and failures: GGUF loading in from_pretrained vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but on unrelated models and bugs (Qwen3.5 flash-attn vs Whisper empty transcription after special-token alignment)." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different multimodal models and distinct symptoms: MacOS bus error vs zero probabilities." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Completely unrelated: AddedToken keyword conflict vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both affect inference, but one is compiled chunked generation and the other is Gemma3 NaNs from mixed-length sliding-window attention." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: tokenizer loading vs Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantized offloading are distinct runtime issues with different root causes." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing/incorrect fields." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific bugs: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific model breakage and the other is a broad base_model_prefix regression." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to an Adafactor+deepspeed OOM." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight handling during accelerate loading is unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same bug as chat-template crashes on tool-call messages." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model-shape mismatch on load is unrelated to incorrect save_pretrained checkpoint contents for Qwen3.5." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue and missing import_utils symbol are distinct maintenance problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both mention loading/imports, but they are separate regressions with different affected APIs and causes." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile SDPA failure vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model implementation discrepancy is unrelated to documentation still referencing pipeline()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized-model saving and the other is custom-module resolution after save_pretrained." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Config API mismatch and from_config text_config unwrapping are different composite-model issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden-states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different configuration-loading bugs: missing fields with trust_remote_code vs rotary_pct not persisting on reload." + } + ] + }, + "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": 17, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:44568|issue:45479", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:44987|issue:46178", + "issue:43650|issue:46202", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43316|issue:43716", + "issue:33290|issue:35141", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43575|issue:43742", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44871|issue:45584", + "issue:45803|issue:46170", + "issue:43295|issue:44871", + "issue:41950|issue:43475", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "61afeda2d5923404639036cacf4b383cd7ccbceb82d05dd20605f8b60105d5ad", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35144, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bundle of mostly unrelated bug reports and regressions across pipelines, model loading, tokenization, DeepSpeed, and multimodal processors. The soft pairs share only broad subsystem similarity, not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:33290 is the most connected item in the cluster (three candidate links) and is a concrete, user-facing bug report, so it is the best representative anchor for this noisy set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33290 is the strongest issue candidate by connectivity and specificity; it represents a real, actionable bug better than the more generic or narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Different failure domains: chat template/tool-call handling vs FP8 inference on B200. No shared code-path or fix." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque error are unrelated bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior and sequence-classification zero-loss logic are distinct issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model loading are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation and video-input regression in Qwen models do not describe the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for a specific repo and a backend-mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder spam title versus Gemma pipeline roundtrip failure; no shared underlying defect." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP are not the same problem." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape bug and missing-PyTorch ImportError are entirely separate." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both touch pipeline/processor behavior, but one is a processor-tokenizer regression and the other is an incorrect translation-task message; not the same fix." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution issue and an OOM during tensor-parallel model loading are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share a concrete code-path." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are separate configuration/model issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM and post_init reinitializing tied embeddings are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and chat-template batching with tool calls are different regressions." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM during Adafactor in DeepSpeed and optimizer.step being called twice are not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large model with tp and a key error loading a small model are distinct loading problems." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "General config API inconsistency and strict config rejection for granite_speech are different compatibility issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus test failure are unrelated models and failures." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying bug and FlashAttention failure are different Mistral-family issues; too broad to merge." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos-token configuration mismatch and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in tensor conversion and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos-token inconsistency are different multimodal/tokenization issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Image-processor lookup in a pipeline and missing fpn_position_embeddings in Sam3 outputs are separate SAM/video bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and CUDA OOM in Sam3Video are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43572", + "issue:43644", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:43232|issue:43388", + "issue:45542|issue:46234", + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:43644|issue:44913" + ], + "prepared_review_unit_hash": "022c6e827e69d16d4a0eb563200512d873628d594ab7a8137891fe630ce4ad17", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are thematically similar in a few places, but none appear to be the same underlying bug/change, so no duplicates should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical anchor because the items cover unrelated regressions and feature bugs across loading, generation, config, and model-specific paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model initialization/reload behavior, but one is a broad v5 custom-model init break and the other is a GPTNeoX config field not persisting; different bugs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model loading failures, but one is about gguf_file handling in AutoTokenizer/AutoModel loaders while the other is an unrecognized custom model/config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both relate to save/load consistency, but one is an eos_token_id config mismatch and the other is quantized-model persistence after save_pretrained; not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA merge collapse with extended vocab on tied embeddings; the other is missing mm_token_type_ids defaulting for text-only fine-tuning. Different behavior and fix." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are v5 regressions in multimodal model behavior, but one is CLIPVision hidden_states missing and the other is Qwen video-input regression; different models and failures." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "A StableLmConfig field regression is unrelated to a backend import-utils mapping error for tensorflow_text." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern model loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained; not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus and metric gathering label truncation are unrelated subsystems with different symptoms." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/backend availability, but one is a TensorBoard-without-TF backend error and the other is a missing falcon-mamba availability helper." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both mention v5 behavior changes around init/state, but one is about optional post_init on patchtsmixer and the other about junk in non-persistent buffers; different concrete bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache/state generation bugs, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent-state reset with seq_len>1." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "A CLIPVision hidden_states regression is not the same as missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation on vision/LLM models, but one is a janus image-generation test failure and the other is a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are unrelated issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and model loading failure for Phi-4 multimodal are different failure modes." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "A v5 non-persistent-buffer initialization regression is unrelated to GPTNeoX rotary_pct not surviving reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus model generation test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related, but one is a v5 video-input regression across Qwen VL variants and the other is a server-side KV-cache continuation indexing crash." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a model producing nonsensical outputs with AutoModel/pipeline are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "An auto device mapping cudaErrorAssert on A800 is unrelated to the categorical-cardinality RuntimeError." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a processor/model input-size mismatch in OmDet-Turbo are different vision-model issues." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Swallowing exceptions in tensor conversion and returning a tensor instead of int from StaticCache.get_seq_length are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and a bad tied-weights warning for Qwen3-Next are different model/config bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A SwitchTransformers sparse-layer construction bug and a Python 3.13 decorator/comment parsing error are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version related, but one is a packaging/support matrix problem and the other is a specific import-time IndentationError." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Junk-filled non-persistent buffers in v5 and GPTNeoX rotary_pct reset on reload 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": 17, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + 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1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "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: tokenizer/load regressions, multimodal processor bugs, quantization/save/load problems, import/export breakages, docs, and CI cleanup. There are a few loose tokenizer/import similarities, but no clear duplicate core across the set.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44462 is the broadest and most representative of the tokenizer-loading regressions in this set, but the overall cluster is too mixed for a strong canonical duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 has the clearest generalizable symptom around AutoTokenizer / repository tokenizer resolution, making it the best single issue to anchor the tokenizer-related subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and code paths: BLIP-2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated failures: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related, but one is a loading regression and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and subsystems; 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different symptoms and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument TypeError; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch in forward; different issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility failure vs PEFT version pin issue; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading failures; not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compatibility vs TensorBoard/TensorFlow backend installation error; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "One is a placeholder/unclear issue, the other is an AttentionInterface.register behavior change; no duplicate signal." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python support issue vs a model-loading regression for physical-intelligence/fast; different root causes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer repository resolution bug vs Mistral regex patch crash; same broad area, but different concrete code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility vs dependency issue; not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer config/class mismatch and AutoTokenizer ignoring tokenizer.json are related themes, but not clearly the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs generic dependency issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash vs list_repo_files not forwarding revision; no shared bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs Gemma4 resize_token_embeddings behavior; different model mechanics." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation bug vs Qwen2.5-VL rope-index scaling bug; both multimodal, but distinct." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure vs OCR long-input index error; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized model offload/load failure; not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto-mapping references vs leftover dummy classes; both repo-maintenance issues, but separate 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": 17, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44871", + "issue:44898", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:44016|issue:44291", + "issue:41628|issue:43976", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44246|issue:44871" + ], + "prepared_review_unit_hash": "b61a37138e0045222eb92febdc86754e2b13a744d98350b97b1fd2ca211b5710", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model-loading, tokenizer, attention-kernel, docs, and performance reports. No duplicate/merge-worthy issue pair stands out, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing saved files during processor save is unrelated to gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing config eps in MLA q_a_layernorm; the other is torch.split output handling in a different indexer path." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they affect different models and code paths (Sam3PixelDecoder vs Perceiver resizing)." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary-loss behavior when denoising is disabled." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is CamemBERT masked-LM output and the other is Deepseek tokenizer behavior." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is documentation content, not the Gemma4 device-mismatch runtime bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is FlashAttention on Ministral-3 and the other is compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad predictions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure and ESM2 model breakage are different failure modes in different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as glm-4v-9b loading failure." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs inconsistency does not match an intermittent import-time slowdown." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug and CUDA OOM in Sam3Video are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on one config is not the same as missing fields from trust_remote_code AutoConfig returns." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with missing nn differs from tensorboard/TensorFlow backend resolution." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is not the same as init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to Python version support failure." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache handling in GenerationMixin is unrelated to CLIPVisionModel hidden_states output." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx module error." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE regressions, but they describe different models and loading failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model/config issues are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss in MoE is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance is unrelated to Gemma eos_token_id config inconsistency." + } + ] + }, + "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": 17, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:45081|issue:45362", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "cc3ad3f2769a257e65c1f9485a22e639736b363fc88df0071f922abcdae90b30", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with very weak duplication evidence. The only plausible duplicate family is the Qwen2.5-VL import/export failures; the rest are broad-theme matches but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43824 is the best tracker for the Qwen2.5-VL import/export regression; it is broader and more canonical than the narrower submodule import symptom in 36246.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 has the clearest bug report and the broadest impact among the import-error issues, so it is the best single issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import/export failure for Qwen2.5-VL is unrelated to Python-version compatibility in Transformers 5.1." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and audio fbank extraction are different code paths and different modalities." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support breakage and Phi-4 multimodal load failure are separate problems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image-processor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These concern different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenization regression and resize_token_embeddings not updating output embeddings are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Qwen3.5 chat crash affect different models and code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss with router logits off is unrelated to the LW-DETR float16 AMP crash." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling and removal of is_torch_fx_available are separate generation/runtime regressions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and a tokenization slowdown after upgrade are different problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults do not share the same failure mode." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and modeling_utils sys.modules access are unrelated bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Strict config loading for Olmo-Hybrid and sys.modules access are different issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline final-batch handling are not the same code path." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MoE router loss computation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating and Whisper empty-transcription handling are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL image-processor import failure and a DeepSpeed ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a Zero3 deque underflow are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize_token_embeddings bug is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and failing to unwrap text_config are separate Qwen multimodal config issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen3_5MoeVisionConfig field loss are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file races and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure in transformers>=5.1.0 and masked tokenizer decode errors are different issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 configuration 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": 17, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "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:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:45137|issue:45600", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:43673|issue:43827", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "598292b9ed23fadf1dcb4b084d1457d74ba28311920304a5edcddf02013bfef6", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly share broad themes like tokenization, video, cache, or save/load, but they do not describe the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across tokenizers, multimodal models, cache handling, config validation, distributed training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there are no accepted duplicates and the cluster is not centered on one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987 \u2014 StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract", + "right": "issue:46082 \u2014 LlamaConfig rejects explicit head_dim when hidden_size is not divisible by num_attention_heads", + "accept": false, + "reason": "Cache return-type bug vs config validation bug; different code paths and symptoms." + }, + { + "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", + "right": "issue:45200 \u2014 [Gemma 4] mm_token_type_ids required for text-only fine-tuning - should default to zeros", + "accept": false, + "reason": "Different models and failures: stale cache on second forward pass vs missing default token-type IDs." + }, + { + "left": "issue:44466 \u2014 inconsistent serialization of lm_head.weight depending on model device", + "right": "issue:45335 \u2014 resize_token_embeddings does not effect to decoder.embed_tokens", + "accept": false, + "reason": "Both involve weights, but one is serialization/device-dependent and the other is embedding resize propagation." + }, + { + "left": "issue:43475 \u2014 Sam3VisionEncoderOutput object has no attribute 'fpn_position_embeddings'", + "right": "issue:43540 \u2014 ValueError when processing video inputs in Qwen3OmniMoe", + "accept": false, + "reason": "Both are video-related, but one is a missing attribute in SAM 3 video output and the other is a Qwen3OmniMoe input-processing ValueError." + }, + { + "left": "issue:44479 \u2014 v5.3.0 video input regression for qwen2_5_vl, qwen3_vl, qwen3_5, and qwen3_5_moe", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "accept": false, + "reason": "Completely different regression classes: video-input handling vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "accept": false, + "reason": "Different DeepSpeed problems: model loading with ZeRO3 vs duplicated optimizer stepping during training." + }, + { + "left": "issue:44483 \u2014 [Critical v5.3] /v1/chat/completions would not accept request as usual", + "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", + "accept": false, + "reason": "API request rejection vs tokenizer/pipeline roundtrip failure; not the same underlying defect." + }, + { + "left": "issue:43653 \u2014 BigBirdTokenizer mask token not registered as special token, gives empty decode output", + "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a broader ESM2 regression; no shared concrete failure path." + }, + { + "left": "issue:45137 \u2014 IndexError: pop from an empty deque with DeepSpeed ZeRO3", + "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs, breaking CI", + "accept": false, + "reason": "DeepSpeed runtime exception vs stale auto-mapping references in CI." + }, + { + "left": "issue:44995 \u2014 GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", + "right": "issue:45588 \u2014 integrations/flash_attention.py crashes with AttributeError on s_aux=None for sink-less models", + "accept": false, + "reason": "A stale cache bug on repeated forward pass vs a flash-attention AttributeError on missing sink metadata." + }, + { + "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", + "accept": false, + "reason": "One is a warning about tied embeddings; the other is a generation regression with flash-attention." + }, + { + "left": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "right": "issue:45563 \u2014 Paged generate() emits a stale warning for num_return_sequences", + "accept": false, + "reason": "Both are warnings, but they concern unrelated settings and different code paths." + }, + { + "left": "issue:44877 \u2014 Strict config prevents loading granite_speech config", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "accept": false, + "reason": "Config-loading strictness vs platform-specific import/dependency failure." + }, + { + "left": "issue:42886 \u2014 Tokenizer fails to load from cache when HF_HUB_OFFLINE=1 on 4.57.3", + "right": "issue:45229 \u2014 Gemma4 31B-IT Multi-GPU inference CUDA OOM", + "accept": false, + "reason": "Offline cache-loading failure vs multi-GPU OOM; unrelated runtime issues." + }, + { + "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", + "right": "issue:44734 \u2014 transformers serve: /v1/responses crashes on KV cache continuation due to wrong tensor indexing", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is a server-side indexing crash during continuation." + }, + { + "left": "issue:43931 \u2014 Model loading error: weight shapes mismatch of Qwen3-VL-30B-A3B-Instruct", + "right": "issue:44368 \u2014 when using ms-swift lora fine-tuning Qwen3.5-27B, each layer emits warning about tie_word_embeddings", + "accept": false, + "reason": "Shape-mismatch load failure vs tied-weights warning; different models and different failure modes." + }, + { + "left": "issue:44060 \u2014 Qwen3-Next: Incorrect tied weights warning ties embed_tokens.weight to linear_attn.dt_bias across all layers", + "right": "issue:44077 \u2014 patchtsmixer has optional post_init, should no longer be allowed", + "accept": false, + "reason": "Both are model/config concerns, but one is a tied-weights warning and the other is a post_init API policy issue." + }, + { + "left": "issue:45003 \u2014 modeling_utils unsafely accesses sys.modules[]", + "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt in patched testing utils", + "accept": false, + "reason": "Different subsystems: unsafe module lookup vs xdist file race in testing utilities." + }, + { + "left": "issue:45584 \u2014 Whisper generation fails on empty transcription after align_special_tokens", + "right": "issue:46170 \u2014 ImportError / TypeError on Windows with AMD ROCm PyTorch due to torch.distributed dependency", + "accept": false, + "reason": "Whisper generation/token alignment bug vs a Windows ROCm import dependency issue." + }, + { + "left": "issue:44297 \u2014 tokenizer.save_pretrained: tokenizer_class in tokenizer_config.json doesn't match the original", + "right": "issue:44623 \u2014 processor.save_pretrained(...) missing files", + "accept": false, + "reason": "Both involve saving artifacts, but one is tokenizer class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:44361 \u2014 MLukeTokenizer fails with AttributeError on tasks", + "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "accept": false, + "reason": "Tokenizer AttributeError vs a performance regression in data filtering; not the same bug." + }, + { + "left": "issue:44869 \u2014 Whisper word timestamp decode crashes on trailing replacement character at end of decoded token stream", + "right": "issue:45356 \u2014 Regression in Kimi-K2.5 tokenizer from 5.3.0 to 5.4.0: incorrect codec handling and misleading fix_mistral_regex warning", + "accept": false, + "reason": "Both are tokenizer/decoding problems, but they affect different models with different decoding logic." + }, + { + "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", + "right": "issue:44162 \u2014 ESM2 is broken, impacting 1000s of scientists workflows", + "accept": false, + "reason": "Generic custom-init breakage vs a specific ESM2 regression; too different to be the same underlying issue." + }, + { + "left": "issue:43673 \u2014 GenerationMixin cache missing in v5.0.0 during chunked_prefill", + "right": "issue:43827 \u2014 Summarization/Translation docs still reference pipeline() after v5 pipeline removals", + "accept": false, + "reason": "Runtime cache bug vs documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "accept": false, + "reason": "Performance regression in filtering vs duplicated optimizer steps in training." + }, + { + "left": "issue:44871 \u2014 [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]", + "right": "issue:46132 \u2014 AttentionInterface.register changes behavior of registered function", + "accept": false, + "reason": "EOS-token configuration inconsistency vs function registration behavior change." + }, + { + "left": "issue:44623 \u2014 processor.save_pretrained(...) missing files", + "right": "issue:45656 \u2014 Optimizer step being called 2 times when using deepspeed", + "accept": false, + "reason": "Artifact-saving bug vs optimizer-step duplication; unrelated." + }, + { + "left": "issue:43701 \u2014 resume_from_checkpoint key mismatch", + "right": "issue:44749 \u2014 Transformer \u4ece4.57.3 \u5347\u7ea7\u52305.3.0 \u540e\u8fc7\u6ee4\u6570\u636e\u65f6\u957f\u53d8\u6162\u5341\u500d\u4ee5\u4e0a", + "accept": false, + "reason": "Checkpoint key mismatch vs data filtering slowdown; different functionality." + }, + { + "left": "issue:44188 \u2014 Diverging attention kernels due to allow_is_bidirectional_skip branching on torch.compile", + "right": "issue:46202 \u2014 Roundtrip Failure for Gemma Pipeline on \"\u2581\"", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:42994 \u2014 quantized model saving failed", + "right": "issue:43482 \u2014 Qwen2.5-GGUF loading failed with transformers v5", + "accept": false, + "reason": "Saving quantized models vs loading GGUF models; different directions and causes." + }, + { + "left": "issue:45230 \u2014 Bug report", + "right": "issue:45397 \u2014 [BUG] gemma-4 zero3 from_pretrained", + "accept": false, + "reason": "Generic, underspecified report vs a concrete Gemma-4 ZeRO3 loading bug; 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": 17, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "da59a3d9665acfbf7bd67ba6e7c73b421058517d2b56de57ed64541d32c26af4", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only two clear duplicate pairs stand out: 42673/43704 and 45310/45478. The rest are same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue for the whole batch; the clearest duplicate group is 42673/43704, and 42673 is the better anchor because it is the original, more discussed report.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the strongest representative issue here: it states a specific reproducible bug, and 43704 is an exact duplicate follow-up of the same VRAM leak report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failure modes: PyTorch missing import vs sentence-transformer loading hang." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both involve remote-code/model loading, but they describe different bugs and different failing objects." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different symptoms: missing attribute on Sam3 vision output vs wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs missing files from processor.save_pretrained; not the same code-path problem." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings issue and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache availability." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: missing vision output attribute vs add-new-model-like failure in tokenizer mapping handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is a missing config field and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs final-partial-batch bookkeeping bug; different behavior and code path." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a generic from_pretrained failure and the other is a specific config-field omission; not clearly the same underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotations crash are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute error vs Gemma pipeline token roundtrip failure; different concrete bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but different missing names with no evidence of a shared root cause." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model-loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe issue and Qwen3.5-Moe from_pretrained error are different concrete problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failing for moe models." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and different failure types; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is backend dependency packaging, the other is leftover dummy classes in pt stubs; same area but different defects." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist file race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask discrepancy and router-logits load-balancing loss omission are different model bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-xdist file race and auto_mappings cleanup are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they concern different tokenization behaviors and likely different fixes." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for text-classification pipeline vs xdist race; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug and Janus image-generation test failure are not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs ZeRO3 deque error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The batch summary is grounded in the packet and stays conservative. The accepted duplicate pair 42673/43704 is clearly supported by the identical titles, and the additional 45310/45478 duplicate callout is also justified by the matching title and bug description. The false soft-edge verdicts mostly hedge appropriately with \u2018different bug\u2019 / \u2018not enough evidence\u2019 language, so I don\u2019t see evidence overstatement here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:30333", + "issue:33290", + "issue:34689", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:43479|issue:44869" + ], + "prepared_review_unit_hash": "c6970323265acd870ff0c7fcd74f737b0fe9d52444b599ac0504e7f2a8ae3f69", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37661, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly unrelated Transformers bugs across different subsystems. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: broken ViTPose model files vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a deepspeed Adafactor OOM." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is a different bug from attention-kernel branching under compile." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failure in sentence-transformers from missing nn is unrelated to missing Qwen2.5-VL export." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading issues are not the same as mDeBERTa special-token insertion behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model regressions: clean_up_tokenization_spaces vs DeepSeek incorrect outputs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper in GLM46V processor is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are different classes of issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to a documentation typo in set_training()." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to Pegasus output differences between v4 and v5." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning is unrelated to missing _tp_plan on Qwen3_5MoeForConditionalGeneration." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin bump to unreleased PEFT is unrelated to leftover dummy PT classes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency selection is unrelated to a nonexistent import from image_utils." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization with None is a different problem than ModelOutput key assignment when prior values are None." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility is unrelated to an image_utils import issue." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping under DeepSpeed." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on training failures is unrelated to Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and different artifacts." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation is unrelated to processor save_pretrained file omissions." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Repeated pair: same conclusion, different save_pretrained surfaces and not one underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default handling is unrelated to Whisper word timestamp decode crashing on trailing replacement characters." + } + ] + }, + "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": 17, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209" + ], + "soft_pairs": [ + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44222|issue:44484", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "fd52023b3ffd15897a35501f368fba476bcfc664077c8512856c2fd23b7aff00", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import errors, tokenizer/model save-load regressions, generation bugs, and unrelated infra/model-specific issues. I found no pair that clearly reflects the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped issue in the set, but the cluster as a whole does not appear to center on a single duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest discussion/inbound-ref signal and is the best available anchor, though it is not a true thematic match for most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "One is a missing PyTorch import, the other is MLflow reporting after failed training; unrelated failure modes." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding resize initialization are different code paths and bugs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regressions and Llama head_dim validation are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated dependencies." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument handling is unrelated to auto-docstring annotation parsing." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch and Qwen3.5 from_pretrained failure are not clearly the same defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior and meta-init incompatibility for old InternVL2 checkpoints are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is a different path from pipeline-parallelism output errors." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors do not match." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default discussion are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal default-config initialization and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer reading and processor.save_pretrained missing files are separate save/load issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key mismatch are different checkpointing bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "The DSA indexer split values and missing ReLU concerns are distinct implementation questions." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated model/runtime issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and meta-init checkpoint incompatibility are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failures for Ministrals/Devstrals and sinq save_pretrained/from_pretrained breakage are separate quantization paths." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are different numerical issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained error are different symptoms and code paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexing behavior and a wrong docstring for position_ids are not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency import error are unrelated import failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are missing imports from transformers, but they involve different classes and likely different registration 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": 17, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44464", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:42907|issue:44964", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "363b99120b2c6bcafd05c492620d2f85c6dfb604074b48ff027ad4bdd6269b77", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35547, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports (tokenizer loading, import/export breakages, model-specific behavior changes) rather than true duplicates. The soft-similarity pairs are generally related by theme but not by the same concrete bug.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s dominant theme: import/export breakages after upgrading to v5. It is more umbrella-like than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most triage-worthy and general issue in the set, and best captures the shared upgrade/regression pattern across several related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but on different models and different failure modes (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Unrelated model-specific issues: FP8 accuracy regression vs Qwen3-VL-Moe/v5 compatibility." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizers, but one is offline cache loading and the other is decoder type selection in v5." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different problem classes: offline tokenizer cache loading vs quantized model saving failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both are generation issues, but one is pipeline parallelism output mismatch and the other is an image-specific infinite loop." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The former is a specific huggingface_hub import error; the latter is a broad Transformers upgrade regression with many import errors." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Completely different failures: compiled chunked generation vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both affect loading flows, but one is TOKENIZER_MAPPING_NAMES handling and the other is AutoProcessor kwargs propagation." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "One is a broken CLI command, the other is an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API change is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage and NaNs in classification heads are different defects." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different user reports and code paths: SentenceTransformers loading hang vs MacOS bus error on CLIP." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and chat template crashes are different processor bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A numerical precision/config bug and a docstring issue are not the same underlying problem." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure is unrelated to pipeline-parallel generation output corruption." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is a general v5 issue and the other is a specific tokenizer class failure." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure and tokenizer output divergence are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions after v5, but one is a specific missing symbol and the other is a broad multi-import report." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving quantized models and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer selection and Qwen3-Next tied-weights warning are different architecture bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute at runtime." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different text-processing paths: tokenizer output changes vs batched apply_chat_template crash." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + } + ] + }, + "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": 17, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43441", + "issue:43452", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:22355|issue:28218", + "issue:43784|issue:45446", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42831|issue:44297", + "issue:45357|issue:45478", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "62cf4861bb53fd9b2983b9c5a2a44e500fdce3234861f5aa8f3d9650c79689f9", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs span unrelated tokenizer, model-loading, training, serialization, and docs bugs. I do not see any soft edge that is clearly the same concrete underlying defect, so all candidate duplicates should be rejected. If a single representative issue is needed, the broad tokenizer-regression report is the closest anchor.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43122 is the broadest and most central-sounding report in the set (tokenization regression across versions), so it is the best loose anchor for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 best represents the only recurring theme that appears across multiple candidates: tokenizer behavior changes/regressions in v5. The rest of the cluster is too diffuse to justify a stronger canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and failure modes: example-script multi-label output vs Gemma 4 multimodal token-type handling." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve token-related APIs, but one is a generic tokenizer regression and the other is multimodal assistant mask generation; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs flash-attention-3 training degeneration." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to the 2^24 category-count error." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe load failure vs tokenizer_class saved into tokenizer_config.json." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and SentenceTransformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizer families and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model-family load issue vs buffer/position_ids read error; no concrete overlap." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failure to load cjvt/sleng-bert." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention Moe, but one is a load/import regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained error are not clearly the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different packages: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to multimodal assistant_masks being all zero." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to tokenizer added-token spacing." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to flex_attention version-check logic." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency boundaries." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "General tokenizer regression vs isolated reproduction of a different issue; no evidence they are the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are different tokenizer problems." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig invalid vs GLM-5 RoPE implementation are different GLM-5 issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to the GLM46V image-patch counting AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args misuse is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but visual-encoder key saving and from_pretrained error are not clearly the same code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name is not enough; Qwen3-VL-Moe load failure and Qwen3.5 Moe from_pretrained error are distinct reports." + } + ] + }, + "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": 17, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:42175|issue:44938", + "issue:44380|issue:46077", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "7050a1149aa2defe4ed149e45704b97f4734a6d60550e44d14353fcb7b8226f6", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges look like false positives: the items span unrelated bugs across imports, tokenizers, generation, attention, and model-specific regressions. No duplicate cluster is evident, and there are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges; the apparent similarities are broad topical overlap rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate is justified because these issues do not describe one shared defect or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: example script multi-label output vs a pipeline translation warning in v5." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes; no shared code path is evident." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni helper behavior and a flex_attention version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script behavior and SigLIP2 implementation drift are distinct bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is config validation and the other is a stale warning." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset mapping bug; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 label propagation and NaNs in classification heads are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific import failure is not the same as a broad upgrade causing many import errors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and behaviors." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention s_aux=None crash." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend extra installation issue and Python 3.14 load failure are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention, but they are different models and different concrete failures." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation cleanup after v5 removals is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and pipeline-parallel output errors are distinct." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape handling and missing torchvision import crash are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and flash-attention generation failure are not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depends on device; NaNs in classification heads are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump is not the same as a PyTorch version check bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping assumptions and Mistral regex patch crashes are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation and CI dtype mismatches are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3next projections and Qwen3.5 from_pretrained failure are separate model bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model files and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention3 training degeneration and save_pretrained checkpoint regression are different issues." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping correctness and runtime post-processor updates are separate tokenizer concerns." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Importing a missing symbol is not the same as failing to import AutoImageProcessor." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning and MobileLLM load key error 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": 17, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:42673|issue:43906", + "issue:42673|issue:44977", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "56f81f1c6eaee7a358dfe318fc68d1efe88532cd5d21a478d3ecd9ce5d1fdd74", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a bundle of distinct Transformers regression reports rather than true duplicates; the only plausible umbrella here is a broad post-upgrade import-regression issue, while the soft pairs are mostly related by subsystem or version but not by the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: a generic import-regression after upgrading to 5.5.0, which makes it the best anchor for nearby import-related failures.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative user-facing regression report in this group and the easiest place to consolidate nearby import-breakage complaints, even though the other issues are not exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Completely different problems: config-loading strictness vs documentation naming mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading failures, but one is invalid GenerationConfig and the other is an unrecognized-model/config issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but one is a decoder-type bug and the other is a tokenization behavior regression; not the same concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same API family, but different failures: request acceptance/validation vs streaming inference on a specific Qwen3.5 model." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are latest-version load failures, but one is a specific multimodal model issue and the other is a broad import-error regression." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD arguments ignored vs optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different backend/package issues: vitpose model breakage vs TensorFlow backend undefined when only tensorboard is installed." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated: TF32 API guidance vs a LayerNorm epsilon precision/config bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related failures: missing layer projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a compile-time warning and the other is model submodule dtypes staying float32 after load." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different topics: TensorFlow extra/backend packaging vs vitpose model breakage." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/signal issues: missing configuration utility symbol vs a feature-extraction helper bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal API bug vs config precision issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is removal of an embedding-tie API and the other is unexpected position-id keys." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different breakages: missing AutoImageProcessor import vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-related, but the failures concern different code paths: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated config type-checking regression vs TensorFlow backend installation issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different math/code paths in different models; no shared underlying bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: memory leak under dataloader threads vs flash-attention generation failure." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek internals and failure modes; not mergeable as one fix." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different concerns: dtype warning vs model-type mismatch warning." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different bugs: shard-size setting question vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different model/feature regressions: Ministral FlashAttention failure vs degenerate training with flash_attention_3." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API behavior is unrelated to FineGrainedFP8 accuracy." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen/VL load problems, but one is a weight-shape mismatch and the other is a different transformers 5.0 compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type-checking regression are separate issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie API removal is unrelated to gguf_file handling for tokenizer/model loading." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but the tokenizer-mapping None bug is not the same as the physical-intelligence/fast load failure." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model-helper bug vs GLM DSA indexing 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": 17, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46050", + "issue:46172" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:44162|issue:46172" + ], + "prepared_review_unit_hash": "4df6f0b17e47199d7c6ce580f65c3f093c65095a08ceebc51a790f21def13d27", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38315, + "estimated_input_tokens": 9579, + "estimated_eval_tokens": 19414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers bugs, import errors, model-specific regressions, and utility issues. All soft edges look like false positives and should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the cluster spans many unrelated failures across different models, loaders, training paths, and utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: none of the issues broadly represents the others or subsumes the cluster\u2019s mixed topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different config fields; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to a save_pretrained max_shard_size question." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model bugs in different code paths; not mergeable as one fix." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config API and quantized save/load breakage are separate issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash-attention crash are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are distinct training issues." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leakage in multi-threaded loading is unrelated to Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES=None are different tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config fields on different Qwen variants; not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but they affect different architectures and failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing attention projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight are unrelated loading problems." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing_utils bug and a Qwen3_5MoE rotary embedding offload issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, but not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removing a config attribute and quantization offloading behavior are not the same code-path problem." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Numerical precision warning in MLA q_a_layernorm and GLM-5 RoPE implementation are separate model bugs." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring annotation handling are unrelated utility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A video-model processor crash without torchvision and a tokenizer mapping None bug are different failure points." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils fix." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading without torchvision and mistral_common import failure are different root causes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crash and chat template tool-call crash are distinct code paths." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing_utils bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utils, but one is vague and the other is a specific xdist race; not clearly the same defect." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor loading and testing_utils are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight and max_shard_size documentation/behavior are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning during compile is not the same as a concrete Bamba SDPA compile failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Bad pipeline error text and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compile warning for bfloat16 models is unrelated to a tie_word_embeddings configuration warning." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save/load failure is unrelated to an infinite-loop generation bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek-V4 tensor operation bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46209" + ], + "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45698|issue:46172", + "issue:38617|issue:43502", + "issue:43673|issue:46123", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "1e87b5dc6d49774b9afdbf07263da29a426dbe293d7cdc8be1c458ec6c044c27", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, API/template crashes, and backend-specific attention issues. None of the soft pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated failure modes and model families rather than one duplicated defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly serves as an umbrella duplicate target for the cluster; issue 45698 is the broadest save/load report, but it does not subsume the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different problems: Whisper inference failure vs. MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: Python 3.14 load failure vs. backend-mapping error for tensorflow_text." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers and symptoms: chat-completions request validation vs. chat template batching crash." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/MoE save/load paths, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different subsystems: xLSTM training bugs vs. BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compilation/runtime warnings, but one is a bf16 precision warning and the other is a flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different warning types and code paths: local path slash import warning vs. bf16 compilation warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, packages, and likely causes." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated: custom-module from_pretrained mismatch after save_pretrained vs. DeepSeek tensor transpose/type bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs. unintended network requests despite local_files_only=True." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different bug classes: generation cache regression in chunked_prefill vs. pipeline final-batch handling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same family name (Qwen3/VL/MoE/fp8) but different issues: general Transformers version breakage vs. fp8 inference support." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat/template usage, but one is request acceptance and the other is tokenize=True crashing on tool-call messages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: distributed optimizer-state corruption vs. attention-scaling config ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL MoE regression vs. state_dict-sorting load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but they affect different configs/outputs and different models." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: tokenizer decoder type regression vs. FP8 inference failure on B200." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline serialization." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family (Gemma4) but different functionality: embedding resize propagation vs. bidirectional-attention mask construction." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to saving Pipeline objects." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules and symbols." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Transformers v5 base_model_prefix loading regression vs. Pipeline save_pretrained failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific issues: Flash Attention 2 support not yet available vs. invalid GenerationConfig." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs and different affected behaviors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions: state_dict ordering error vs. incorrect Qwen3.5 checkpoint saved since v5.4.0." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is offline/local-files-only network leakage; the other is a GLM-5 RoPE implementation discussion/bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Same broad Llama/Gemma config area? No: Gemma4 attention masking vs. LlamaConfig head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute issues, but Gemma3Config vocab_size and Llama4Config pad_token_id are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different CLIP/Gemma3.5 areas; no shared concrete code path." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute bug vs. MoE load-balancing loss omission; 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": 17, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "812709ebbcfeb465905ed6adfc90db0a06efa44844d79c7d88de12fb31133085", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38081, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "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, not the same concrete bug. The only plausible duplicate is the import-time slowdown report pair (41669/44246).", + "confidence": 0.64, + "canonical_issue_reason": "issue:41669 is the clearest, most root-cause-oriented report for the import-time performance problem; issue:44246 is the vaguer symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best standalone issue here because it is specific, actionable, and maps to the only strong duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention behavior, but one is a GPT-2 backend-specific scaling bug and the other is an AttentionInterface API behavior change; different underlying problems." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Gemma3 missing config attr vs glm-4v-9b loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a Qwen3.5 multimodal infinite-loop bug. Not the same code path." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen models, but load-time MoE breakage and image-generation infinite looping are distinct bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated failures: FlashAttention support for a model vs Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures; no clear shared root cause." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both touch FlashAttention, but on different models and different symptoms; too broad to merge." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "The same title pattern appears elsewhere, but this pair is Nemotron FlashAttention support vs Qwen3.5 MoE loading; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Model loading error when state_dict is sorted vs Gemma pipeline roundtrip on \u2581; different failures." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is compiled Python files and the other is a torch.jit/script parsing issue on Python 3.13." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: attention scaling ignored in some backends vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading issue vs missing Qwen3.5 vision config field; unrelated root causes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention/backend topics, but the model-specific FlashAttention support issue is not the GPT-2 scaling regression." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "44246\u2019s vague 'import transformers takes long' symptom matches the import-time slowdown caused by import * usage in models described in 41669." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing vs GPT-2 attention scaling ignored are unrelated model bugs." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config attribute warning/change is not the same as FlashAttention support for Nemotron." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakiness causes: missing set_seed in a model integration test vs xdist race on captured_info.txt." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility reports; not enough evidence of a single underlying failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict loading failure vs Qwen3.5 save_pretrained visual-key regression are different paths." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Despite similar wording, these are distinct issues: Nemotron FlashAttention support vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a large model." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Different features and failure modes: optimizer-state mismatch vs saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but attentions missing and text_model structure inconsistency are separate regressions." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output field regression and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained bug vs Python 3.14 load failure; no shared code path." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Model integration test flakiness is unrelated to Phi-4 multimodal loading failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making requests is unrelated to AddedToken duplicate keyword handling." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but the CI device override issue has a different root cause than missing set_seed flakiness." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "CI breakage in auto_mappings and a flaky test are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env command is unrelated to an AttentionInterface registration behavior change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment stays within the packet evidence and is conservative overall. The lone accepted pair (41669/44246) is well grounded by the titles, while the other soft-edge rejections avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850", + "issue:46209" + ], + "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "27ff07bd2c5f24a758c98597115ab102921cd281bc5d9e431ebf2ca38092c099", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37709, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of Transformers v5/v4 migration regressions, especially import/load failures, but it also contains many unrelated docs, FP8, tensor-parallel, testing, and app-specific bugs. None of the soft pairs look like the same concrete issue/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the repeated import/error-after-upgrade reports and best represents the main v5 regression theme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful anchor issue because it generalizes over several nearby import/load regressions, while the rest are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs: test flakiness from missing set_seed vs a bug in testing_utils.py." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: compiled Python file errors vs slower data filtering after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import targets: PreTrainedModel vs HybridCache; separate export failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Different code paths: tensor-parallel plan support vs Qwen3.5 Moe from_pretrained loading failure." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory/OOM regression vs checkpoint reload compatibility after version upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor parallelism plan vs missing config field; related model family but different defects." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad concern is unrelated to general import errors after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion about model.forward arguments." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leak and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-patch-count method; different models and failures." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network requests and an unrelated 'racoon' report do not match." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and broad model breakage reports are not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update/no_grad issue vs Qwen3.5 fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors and PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file errors vs inability to save Pipeline objects are distinct." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init application bug is unrelated to DSA indexer/ReLU discussion." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs a specific Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL/Moe loading failure and checkpoint reload after upgrade are not the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for is_offline_mode and a broken transformers env command are separate failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command regression vs config type-checking regression are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training bugs are different." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/layer update behavior is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs Qwen2_5_VL import error are different APIs and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained issue vs FP8 inference support issue; related theme but not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated 'racoon' issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are different classes of issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update/no_grad discussion is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 load failure are separate regressions." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated 'racoon' report do not match." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are separate 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": 17, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "7225eeaefefd5ff20ec296e928e9bdd79c72b7b042249cb849f6ea3fd37ffec5", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38481, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster: most items are broad v5 regression or import/model-specific bugs, but they do not collapse to one underlying defect. I found no true duplicate pairs among the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the broadest umbrella among the set for general v5 breakage reports, but it is still too vague and spans multiple unrelated failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is a specific serialization bug; the other is an empty generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and missing TensorFlow backend handling are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model-specific issues: Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import internals, but one is lazy loading breakage and the other is unsafe sys.modules access; not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output failure is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight conversion question." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong position_ids docstring has nothing to do with the unrelated 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL failure modes: 2D bbox hallucination/error vs infinite loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad multi-model v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance is different from GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-load regressions, but they affect different models and failure mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx loss is a specific config regression, not the generic v5 breakage umbrella." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific runtime issue, not the broad multi-model complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import latency from wildcard imports is not the same as failing to import a specific model module." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern imports/lazy loading, but one reports slow imports and the other incorrect lazy loading behavior." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 model-type warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor.cached_file kwargs passthrough is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support for Nemotron and Qwen3-VL bounding-box errors are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility is unrelated to Qwen3-VL 2D output issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Transformers env command breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regressions and missing HybridCache export are different import issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issues are unrelated to the testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade are broader than, but not the same as, a vague 'breaks too many models' report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache issue and cache-strategy typo are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are not the same concrete defect." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image-patch counting bug is a specific multimodal error, not the broad v5 regression umbrella." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility failure is unrelated to a missing Qwen3_5 module import." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related failures: bbox output bug vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init validation and tied-weight-key attribute errors are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion around input_ids/past_key_values is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown and cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 training degeneration." + } + ] + }, + "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": 17, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43827", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "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:42371|issue:44492", + "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:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "7b48def0c22ec3dbc9c21b73a4536045e37fbeae5652d6e4145b969f17dfe939", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40553, + "estimated_input_tokens": 10139, + "estimated_eval_tokens": 20534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated bugs, with a few broad v5/tokenizer/loading similarities but no safe duplicate pairs. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general 'v5 breaks many models' regression theme better than the narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it spans the widest shared regression theme, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` CLI behavior is a different code path from lazy loading." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma4 audio positional encoding are unrelated model bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization and `_get_tied_weight_keys` list handling are different failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not match the specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env breakage and Qwen3_5 import failure are different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing `pipeline()` and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek shared-expert gating and a `comb.to(...).transpose(...)` bug are distinct." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "A processor timestamp bug is unrelated to scheduler keyword handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward arguments is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward doc confusion are different problems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak and a RoPE implementation bug are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous-batching support and a DeepSeek-v4 weight conversion question are different requests." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Both mention broad v5 breakage/import issues, but they describe different concrete failures and fixes." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network access with `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration and VRAM leakage are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and missing processor save files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp computation in a processor and VRAM leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding do not match." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GLM-MoE torch.split handling and Gemma4 audio encoding are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision and Gemma4 audio encoding are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different symbols/modules." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support and a module import error are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but one is a generic behavior regression and the other is a decoder-type mismatch; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler bug is unrelated to the nonsensical 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and `apply_chat_template` tool-call crashes are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weight key attribute handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leakage and the unrelated 'Unemployment' issue have nothing in common." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and the unrelated 'Unemployment' issue are not related." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and a missing `layer_type_validation` import error are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support and missing `processor.save_pretrained` files are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The unrelated 'Unemployment' issue and a Qwen import failure are clearly not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-reporting failure and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 from_pretrained regression are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer-loading regression and slow checkpoint loading are only broadly related to loading, not the same defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value usage and DeepSeek shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue and tokenizer regex warnings 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": 17, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-436", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "ac454a3f7ad6c911c8ea2d6566576d4f419dd2f7b95bd97f4a2749851bc80bb5", + "component_budget": { + "node_count": 436, + "item_count": 436, + "soft_pair_count": 1607, + "serialized_chars": 832675, + "estimated_input_tokens": 208169, + "estimated_eval_tokens": 416594 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6637, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not look like duplicates of one another; they span unrelated model bugs, config/type-hint fixes, tokenizer warnings, and an attention-interface change. No soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to separate bug reports/fixes rather than one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Mask2former model's ignore_value not used after definition", + "right": "kwargs are not passed to loss calculation function.", + "accept": false, + "reason": "Different failure modes: one is about an unused Mask2Former ignore_value, the other is about missing kwargs propagation into a loss function." + }, + { + "left": "kwargs are not passed to loss calculation function.", + "right": "RoFormer attention implementation does not use attention interface", + "accept": false, + "reason": "Both mention wiring/propagation, but they target different code paths and subsystems: loss-call kwargs vs RoFormer attention API usage." + }, + { + "left": "Mask2former model's ignore_value not used after definition", + "right": "All tokenizers raise incorrect regex pattern warning after version 4.57.3?", + "accept": false, + "reason": "Unrelated areas: segmentation model loss handling versus tokenizer regex warnings." + }, + { + "left": "Mask2former model's ignore_value not used after definition", + "right": "RoFormer attention implementation does not use attention interface", + "accept": false, + "reason": "Different models and different bugs; no evidence they are the same underlying change." + }, + { + "left": "Mask2former model's ignore_value not used after definition", + "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "accept": false, + "reason": "One is a model runtime issue, the other is a simple typo in a quantization-related string/path." + }, + { + "left": "kwargs are not passed to loss calculation function.", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "accept": false, + "reason": "Loss-function argument forwarding is unrelated to a config type-hint correction." + }, + { + "left": "ModernBERTConfig `norm_eps` type hint is incorrect", + "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "accept": false, + "reason": "Both are small correctness fixes, but they concern different files and different kinds of mistakes." + }, + { + "left": "Is Llama4TextL2Norm meant to be RMS norm?", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "accept": false, + "reason": "One questions a normalization implementation choice; the other is purely a type annotation issue." + }, + { + "left": "Mask2former model's ignore_value not used after definition", + "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "accept": false, + "reason": "Different model families and different bug classes; no shared concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "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": "699e8cb25e33c201923e2096ff48eb6e52b1bb2730c4855b50d47428de842e80", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler feature request, and Wav2Vec2 word boundary offsets. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items cover three different feature requests/bugs with no shared underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; none of these is a representative duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: token truncation direction vs Wav2Vec2 word offset timing." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: tokenizer truncation behavior vs learning-rate scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different problems in different subsystems: scheduler logic vs speech model word offsets." + } + ] + }, + "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": 17, + "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": "f7642506f1fcb36f2fbffc84f5a3305cb304fc4eb18d2c9b873609d92d6e800b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates of the same underlying bug. They cover three different areas: Tapas tokenization, private-model auth/error messaging, and a generic model-loading failure.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #16618 is the broadest and most representative of the cluster, but only as a general model-loading topic; it still does not match the other two issues closely enough to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different code path than a failure to load bert-base-uncased; they are not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is about a bad unauthenticated-private-model download error message, the other is a generic model load failure; related at most by broad loading UX, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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": "fa40bf5723db2e246badb57601dc97dc97849135d0d30d4d449e5a513f616024", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues request support for different features in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying task.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different code paths and deliverables; sharing the broad theme of architecture support is not enough to treat them as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "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:46222", + "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:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "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": "64bb178d61a321eb715688dd55b854d0fa082617b687232b99fcea55e377dd00", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13688, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13688, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by repeated i18n documentation-translation requests, but the concrete language targets differ (Turkish, Spanish, Romanian, and a Thai-text issue), so they should not be deduplicated as the same underlying issue. The generic placeholder-titled issues also look like separate template instances rather than one duplicate report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated generic i18n template-style issues, but only as a cluster exemplar\u2014not as a true duplicate of the language-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 best represents the recurring template pattern in this cluster; it is the most canonical-looking instance of the generic placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-targeted translation requests; same broad docs theme is not enough to dedupe." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different language request; no evidence they are the same underlying translation task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-targeted issue; only the template wording overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder title; similar template, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are distinct." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate language tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder; shared template text only." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-targeted translation request; not the same bug/change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language requests; no concrete same-target evidence." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific issue vs generic placeholder wording; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not clearly the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs generic template issue; only superficial similarity." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder; same family, different issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-text issue is unrelated to docs translation to Romanian." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder titles, but there is no evidence they refer to the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template-like titles match broadly, but the underlying issue is not demonstrated to be the same." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same generic template pattern, but not enough to call them duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs unrelated Thai-text issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder issues, but they still look like separate instances rather than one concrete bug." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Shared template wording only; no same underlying translation target shown." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Unrelated Thai-text issue; not the same translation request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder titles do not establish a single duplicate issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic translation-template issue vs unrelated Thai-text issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The generic i18n template issue and the Thai-text issue are not the same underlying change request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "a7f1f544b243e402bd7bfa9c8a1ba153501d7c1f40add9e20be9f66b04526acf", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly templated model-support requests across different architectures, tasks, and model families. The soft similarities are topical, not true duplicates, so none of the pairs should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43671 is the best cluster representative only because it is active and centrally linked among the model-request issues, but it is still a distinct Qwen3-TTS request rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the strongest issue representative by activity and connectivity, but the cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are add-model requests, but EuroBert and DEIMv2 are unrelated architectures." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different model families and tasks; BERT encoder vs Qwen3 TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config support vs RF-DETR model addition; unrelated models." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2; different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model vs LFM2.5 audio model." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model vs weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detection model vs Qwen3-ASR speech model." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model vs Qwen3-TTS speech model." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request vs Qwen3-ASR; different model and modality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT; separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both BERT-like, but not the same model." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR; distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; different tasks and models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision model vs Qwen3-TTS speech model." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; only broad language support in common." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs generic BERT-like RoPE discussion; not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE issue vs Voxtral TTS support; different scope." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests but separate speech modalities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; different models, not the same support change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; speech vs OCR." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different modality and architecture." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR model vs LFM2.5 Audio; separate model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model vs multimodal segmentation/text." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio-related but distinct models." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer vs EUPE; unrelated architectures." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model vs weight-sparse transformer; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR support vs Voxtral TTS; different speech models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR model vs DeepSeek-OCR2; different task and model." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language architectures from different orgs." + } + ] + }, + "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": 17, + "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": "860e51c3c2f062b5cbdb466b02fd21e6c1fec278f71d3e3fd238b40b6f889195", + "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 unrelated: one asks for block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different feature areas and problem statements; no shared code-path, explicit target, or concrete change overlap indicating 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": 8, + "component_count": 17, + "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": "cd4532245f96a9f1fb13198b7a9bf06f861a08e6c7780a688478b06a3f6d51b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "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 Trainer customizability requests, but they target different behaviors: unused-column handling versus FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43598 is the broader and more concrete Trainer customization request, so it is the better representative issue for this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43598 is the best single issue to keep as the cluster representative because it describes a clearer, more actionable Trainer behavior change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both concern Trainer customization, but one is about `remove_unused_column` and the other about FLOPS estimation for custom trainers; they are different code-path problems." + } + ] + }, + "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": 17, + "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": "f4704ec21a60b1d41b436b284cc44ef1c14690376c2d99a62f1108c45ccd45e2", + "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 separate feature requests for different model families and different auto-class heads, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model/config and task head, so not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "09a78a47498bba7e066fd97c69e2aba636d78da99c0769a4c4db4d97d7c837dd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a repeated \"huggingface\" issue set, with one outlier titled \"Fett\". The identical/near-identical huggingface issues are the likely duplicate group; the \"Fett\" issue does not look related.", + "confidence": 0.67, + "canonical_issue_reason": "43845 is the best representative of the repeated huggingface-title group: it is the earliest of the near-identical reports and has the same topic as 43846/43859.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest cluster anchor because it matches the repeated title pattern and appears to be the earliest of the duplicate-looking issues; 43835 is title-wise unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/details tying \"Fett\" to the huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete shared bug/change signal." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same general content footprint, and created within seconds; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and no distinguishing metadata suggesting a different issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and no evidence they are about different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues share the same title ('huggingface '), while 'Fett' is clearly different. The duplicate-group characterization is conservative enough given the available evidence, and the soft-edge decisions do not overstate certainty. One minor caveat is that the reasoning mentions content footprint without body text, but it does not materially overclaim beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "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": "5ad80909a4f6d03e50f91e43ac32849ac847afa3cee7c8a407f572f22c99ffae", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy, low-information issues with only a small exact-duplicate spam subgroup. The documentation request and the \"Check out \\\"Google LLC\\\"\" item do not look like the same underlying issue as the spam placeholders.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44371 is the earliest generic \"\" report and is the broadest anchor for the exact spam-placeholder subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best overall representative among these issues because it is the earliest and most generic spam placeholder; the others are either similar spam placeholders or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely the same spam report template." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "\"\" and \"Documentation Enhancement Suggestion\" are different request types and do not indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Both may be low-quality reports, but the titles are different and there is no concrete evidence they describe the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a generic spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is not the same as a generic spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact same placeholder title \"\" with the same minimal body length; likely duplicate spam submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles differ materially and there is no evidence they are the same underlying report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles differ materially and there is no evidence they are the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the unrelated items. Choosing issue:44371 as the representative/canonical node is reasonable because it is the earliest exact-title spam placeholder, and the accepted spam-placeholder pairings are supported by the identical title and matching minimal body length. No PR-related issues are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "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": "c87e2ea3e88ed856f23eae5ccb7d2eba0695f78f5ae4f292ef4cc00a67d7907d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are near-identical duplicates with the exact same title and very similar body length, so they appear to describe the same underlying request; issue #45145 is the better canonical since it was created first and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has inbound references, making it the better canonical representative for this duplicate issue pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the primary record because it predates #45151 and appears to be the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same apparent topic, and no distinguishing details suggesting separate issues; these look like duplicate reports of the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues share the exact same title, have very similar body lengths, and #45145 is earlier with one inbound reference. The duplicate/canonical choice is stated conservatively enough given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "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": "739979f9bf9991fc0485f8bccea1d0d138eb44a122213daa8466287b934f07a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (4-bit inference), but they describe different failure modes in different code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the reports describe distinct bugs with different triggers and fixes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better tracker if one must be chosen because it is open, explicit about the regression mechanism, and likely easier to act on; however, it does not subsume issue 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: both concern 4-bit inference, but the underlying bugs differ\u2014one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "e8e186518237bc678b55bf0b9af5a6f6cee21544c4b9770389bf879426cbc9c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates; they are unrelated personal-name/date entries and look like spam or test noise rather than the same bug report.", + "confidence": 0.98, + "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": "Only weak textual similarity in the names/date pattern; the issues do not describe the same problem or request." + } + ] + }, + "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": 17, + "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": "e7767a6df006d979a18ec239ccf50bbaaad295a7608ea883474515644b6d8d3a", + "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": "Two closed issues with only personal-name/date titles and no body or metadata indicating a shared bug or request. They do not appear to be duplicates or part of the same underlying change.", + "confidence": 0.94, + "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": "Different named subjects and dates, with no discussion, links, or shared technical context; 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": 17, + "component_count": 17, + "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": "033f3a258fc46d852d44f6faac590f57038056800e4dcf0dab89c7ddac0af40d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to contain two likely duplicate issue pairs based on identical titles and matching body lengths: 45870/45871 and 45872/45873. 45869 looks like a separate dataset promotion, so the cluster is mixed rather than a single unified thread.", + "confidence": 0.83, + "canonical_issue_reason": "45870 is the best canonical issue for the financial-time-series example pair because it is the earliest of the two near-identical reports; the match is based on metadata only, so this should be treated as a likely duplicate rather than a proven exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative for the cluster because it is the earliest of the likely duplicate financial-example pair, while 45869 is a separate dataset post and 45872/45873 form a different scraping-service-related pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Finance-related wording overlaps, but one is a dataset promotion and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: topical similarity only, not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Very likely duplicate: identical title and matching body length, and both appear to be the same DataForge financial example thread." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge/financial time series, but 45872 adds a scraping-service component, so this looks like a different request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme, but not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Broad topic overlap only; one thread is the financial example, the other includes a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad topic overlap only; not enough evidence that these are the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Very likely duplicate: identical title and matching body length, indicating the same scraping-service/DataForge request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly reasonable, but it overstates the evidence in the packet. We only have titles and body lengths, not body text, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet supports. Likewise, saying the cluster \"centers on\" the 45870/45871 thread is too assertive given that the cluster also includes a separate financial dataset post and a separate DataForge/scraping-service thread. The soft-pair rejections are appropriately conservative, but the duplicate/cluster-summary language should be hedged." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request: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:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c93ccec4f49c1f0931b6fce6e441cc76a007f899af9d300216a770b610d67665", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: model additions, unrelated fixes, docs, and kernel-routing changes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs for issue 43240; everything else should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical representative for the duplicate loss-utils fix because it has the explicit issue link, a clearer intent statement, and a slightly more complete implementation path.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest standalone PR in the cluster: concrete bug fix, explicit tracking issue, and focused scope. The other PRs are unrelated to this code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated feature/test PRs; they do not fix the same code-path problem." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions vs executorch dynamic-shape testing are different changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods and a new MobileLLM model are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness work and a new model addition are not the same underlying bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function keyword passthrough and model creation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes do not address the same issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 test/compatibility fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch testing and MobileLLM implementation are different areas and problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation and config-resolution order fix are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill docs do not target the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 tests are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different bugs/changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and serve chat parsing updates are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution ordering do not overlap." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a model-creation skill doc are not the same bug/change." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub-kernel plumbing, but they fix different kernels and different behaviors; too broad to merge as duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` bug in `loss_utils.py` by adding support for forwarding kwargs like `weight` and `label_smoothing`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair in the cluster is the fixed_cross_entropy/loss_utils pair (43251, 43254) with the shared issue target 43240. The other pairwise rejections are supported by the filenames and diffs, and no soft-edge verdict overstates duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "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": "66813090cd679c98a7b23d298050fe9229613945d93b53dd102bb6d118999f44", + "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": "Two PRs for the VibeVoice family: one for the base implementation and one for a realtime extension. They overlap in scaffolding but are not the same concrete change, so they should not be deduplicated.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader, earlier core VibeVoice implementation and is the more natural representative for this cluster; PR 42781 is a later draft focused on realtime additions.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 best captures the main underlying VibeVoice integration effort, with more maturity and broader scope than the realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: 42781 is a realtime-specific extension that adds an acoustic tokenizer and generation changes, not the same concrete bug or change as the base VibeVoice implementation in 40546. Shared files reflect common model scaffolding, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "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": "8a6f53de67a96709971b88c1dce7072ee76f004a174af619c6c3a57fa77d016e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these changes target different code paths and different models, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is suitable as a cluster representative because there is no underlying shared bug or merged change to canonicalize.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and functionality; the diffs touch unrelated subsystems (TimesFM forecasting with covariates vs. DINOv3 classification docs/code)." + } + ] + }, + "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": 29, + "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": 29, + "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": "7711041444542101ffe4b1fac558295a3bac4e0252019929f9f27131a18a9f0f", + "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 items are distinct new-model addition pull requests, not duplicates. They share boilerplate Transformers integration files, but each targets a different model family and code path (DeepSeek OCR, Isaac, Kimi2-6).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the broadest and most complete representative of its own model addition, with a substantial model-specific implementation plus auto-registration/docs/tests; however, it is not a duplicate of the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest standalone PR in the set because it has the largest and most cohesive model-specific surface area. That said, it should not be merged with the others as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR vs Isaac are different model families with different configs, modeling, and processing code; shared doc/auto-registration boilerplate is not enough to indicate the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 target different concrete model implementations and code paths; overlap is limited to generic Transformers plumbing, so they are not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "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": "15a6868eb484ab45f7ab1d6fdb24620ed08dfd2fcefc30f2b51952441d81a4e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GitHub Actions upgrade PRs with overlapping workflow files, but they target different dependency bumps and maintenance goals, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it has a clearer umbrella goal (Node 24 compatibility) and updates a wider set of Actions versions across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone PR in this cluster due to its explicit compatibility purpose and broader workflow coverage; PR 42976 is a narrower action-version refresh centered on docker/build-push-action.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update GitHub Actions versions, but the concrete changes differ: 42975 is a Node 24 compatibility upgrade across workflow actions, while 42976 is a separate latest-version bump focused on docker/build-push-action and a few related workflows." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "74865a6502d77557e2cb17ee4ecd170fda04e32926f284b30926e9bc2f36253f", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). They share generic docs/auto-registry boilerplate, but not the same underlying code-path or change request, so no duplicate cluster emerges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations; overlap is only in shared docs/auto-registration files, not the same bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are unrelated model additions with distinct code paths and tests." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are different model integrations; shared repo plumbing is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in naming but are separate model implementations, configs, processors, and tests." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM touch different model families and do not fix the same concrete issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct additions with different model code, so they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "7fc61023397b75407c0337a0b96ab42b483ae14e959a406c94f9142218406156", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated test/code fixes with only superficial title similarity; none appear to be the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most substantive and specific fix in the set, with a concrete dequantization/loading change across several files; the others are narrower and unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative because it addresses a real code-path bug with the broadest, clearest implementation context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests and have generic fix-like titles, but they target different models and different problems; no evidence of the same underlying bug or mergeable change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8/dequant/model-loading work in #44815; these are different code paths and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "#43665 is just test edits for CLIP/ViT, while #44815 is a substantive FP8/dequant fix across loading and quantization code; not 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": 9, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "570d6199da48e2539ed3283bb0b3509f79dad1a7b1eb9f3fd3994635961019a8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated synthetic/test PRs. The only plausible similarity is between 45932 and 46100, but they still change different code paths and should not be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; if a single representative is needed, 46114 is the broadest test-migration/CI-infra PR, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46114 is the best overall representative of the cluster theme because it touches CI/test infrastructure and several test files, but it still does not match the other PRs as the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are synthetic '[don't merge]' PRs, but the changes are different: 43488 is a setup/version/dependency tweak plus a ViT test edit, while 46114 is CI/test-migration plumbing across unrelated files." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared ViT test filename is not enough; 43488 is a setup.py/dependency/version change, while 43532 is a workflow/debugging PR affecting CI scripts and utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch test infrastructure, but they are not the same bug/change: 43532 rewrites self-comment CI and related helpers, whereas 46114 is a different OTEL/test-migration change set." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "This is the closest-looking pair, but still not the same concrete change: 45932 adds OTEL secrets and broad model/config edits, while 46100 only injects failing assertions into ViT tests." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are test-oriented PRs, but 46100 is a tiny ViT test-migration edit and 46114 is CI/test-infra plus multiple test files; they do not fix the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "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": "0aad0882ac43d9256166189b09e788376d641dda424a5e70d91924f16e1997a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related segmentation-pipeline additions, but they implement different features and target different model families, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader representative of the cluster: it adds promptable visual segmentation across multiple model families, with a larger pipeline/docs/tests surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: 43612 adds a Promptable Concept Segmentation pipeline focused on SAM3, while 43613 adds a Promptable Visual Segmentation pipeline spanning SAM/SAM2/EdgeTam/SAM3 tracker. They share scaffolding but not the same underlying code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "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": "4c824bcac1dce9d4fdd82be926fd973fd364e6abeb8d6397ca286c6f6f45d067", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both edit `trainer.py` and mention custom trainers, but they fix different trainer extension points: one changes loss scaling during gradient accumulation, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an overridable signature-column helper for dataset filtering. Shared file/subsystem alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "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": "86d7d9a003df96b231614d050689de99de65a912acd5f46f9b2d9a68afa584da", + "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": "These PRs both touch `src/transformers/cli/serve.py`, but they fix different runtime typing/name-resolution problems. One is a broader `__future__.annotations`/typing cleanup, while the other specifically fixes `TypeAdapter` handling when `pydantic` is absent.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more focused, concrete fix for the `TypeAdapter` NameError and has a clear explicit issue target; PR 43656 is a broader typing/annotation change in the same file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the cluster because it targets the specific `TypeAdapter` import/annotation failure path, whereas PR 43656 addresses a different annotation-evaluation issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom class, but different code paths: 43656 adds `from __future__ import annotations` and typing cleanup, while 43842 imports `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation to avoid a pydantic-related NameError. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "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": 29, + "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", + 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"pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "00dfa088a6e1788058884c815d68b5797c2b87de0ecdbd54122a0b5f1cb9491f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors. 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no evidence they are the same bug or change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet work vs EfficientNet work; same theme, but not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet refactor is unrelated to the GPT-J/CodeGen output-tracing change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated models; not the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same broad refactor pattern, but different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen output tracing and MPT output tracing are separate model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, and they target the same standardized-decorator migration." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; 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different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file and same issue line; one appears to be a narrower version of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family, with overlapping GPT-J code paths and compatible into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing migration; 44722 is a broader version that includes the same concrete fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; not the same underlying bug or change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are the clear GPT-J/GPT-Neo near-duplicates that look mergeable into one bugfix PR, while the rest are correctly treated as model-specific refactors. The choice of 44722 as the representative is supported by its overlap with the GPT-J line plus the adjacent CodeGen update." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "89f53451a7931e882ebe7e33f2cad588f54d75105a1ae61bb1156375043a9452", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs that all modernize output tracing/capture patterns, but they target different architectures and code paths. They are thematically similar, not duplicates of the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target and a concrete output-tracing refactor, while the others are separate per-model migrations.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single PR to represent the cluster theme because it is the most complete and issue-linked refactor, though it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture refactors, but they modify different models (FocalNet vs ImageGPT) and different forward/capture paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; these are similar decorator migrations, not one mergeable code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different architectures and different output-tracing mechanics, so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These PRs share a refactor theme only; the affected models and concrete code paths differ, so they should stay separate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific output changes, not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they alter different model internals and are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "29a7f80cdd0d2c0ef2f5cb4d5c25959ae8f7b10b08d7d90b4ad46d5237564878", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific output-tracing refactors across unrelated architectures. They share a theme and some helper APIs, but they do not look like duplicate fixes for the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative: it is one of the broader, more infrastructure-like output-tracing refactors and clearly shows the shared pattern of introducing the new tracing helpers across model code.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster representative because it spans multiple related model implementations and reflects the core tracing refactor more directly than the narrower single-model cleanups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs Vision-Text dual encoder are unrelated implementations; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families with separate forward paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone and Mamba/Falcon-Mamba are unrelated code paths; similar helper usage is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward logic; both are tracing refactors but not one bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor style, not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations with different output paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 cleanup and Depth Anything cleanup are distinct model-specific changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files; only the tracing refactor motif is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text dual encoder and UnivNet are different architectures; same helper refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models with distinct forward behavior; not a single concrete bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-Text dual encoder and Mamba/Falcon-Mamba are unrelated implementations; too broad to deduplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; both touch output tracing, but not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model families; the overlap is only in refactor style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and output paths; similar tracing cleanup, not duplicate work." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are distinct model-specific refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV touch different forward paths and output shapes; not the same underlying fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/Falcon-Mamba are unrelated models; 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not 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": 16, + "component_count": 29, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "6d984d89522c7e5ad9f0d57bb87528090ad83057c8b715f2fcf2ec7f03b5903a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three independent model-addition PRs for different architectures; they share Transformers boilerplate and auto-registry/docs changes, but do not address the same bug or feature change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model family (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS) with distinct implementation files and tests; the overlap is generic framework wiring.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because these are separate feature additions, not duplicates of one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared auto/docs files are boilerplate, not the same fix or feature." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are model implementation PRs, but for different models (PenguinVL vs DeepSeek-OCR-2) with separate configs/modeling/tests; not mergeable as one change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; similarity is limited to shared registration/documentation updates." + } + ] + }, + "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": 29, + "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": "807d58da29a78a17130e56db1ee3840460b3bdeecf3fed341eb202d950721e09", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration points. I would not collapse them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the foundational module-fusion API change; #45363 is a separate follow-on feature built around KernelConfig rather than the same concrete PR.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the more concrete, user-facing kernel-fusion implementation and is the better representative if one PR must stand in for the cluster\u2019s feature direction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Same broad fusion theme, but different concrete changes: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integration code. They are related, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "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": "ea729bf86250b7912593650fb444c1502de761d1d748bf89328f3f7a42632c09", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the cleaner canonical PR: it implements the same fix as 45086 and adds a test, making it the more complete representative of this bugfix.", + "best_issue_reason": null, + "best_pr_reason": "45317 best captures the underlying change because it fixes the same code path and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug in `_patch_mistral_regex`, same file and line-level change, and both target the same issue; 45317 is effectively a superseding, test-backed version of 45086." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "af94764de944b075fde189c12f985e0c43e73abeda71ca4a8de46ebdf77beb4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH model-family changes, but they are not the same PR: one is a refactor toward GraniteMoeHybrid-compatible conversion/mapping, while the other splits NemotronH into dedicated dense and sparse model implementations with docs and tests. They should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more concrete model change: it introduces the dense/sparse NemotronH variants, updates auto-mapping/docs, and includes model code plus tests. It is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall representative because it covers the full architectural split and user-facing model support, whereas 45115 is a narrower refactor focused on conversion/key renaming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping and inheritance cleanup for NemotronH, while 45569 adds distinct NemotronH dense/sparse model families, docs, and tests. Same subsystem, but not the same code-path fix or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "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": "374ee13ca78b95e82bf0c75f91b3f62e0ff1ff646bc05c4a237c90fc19c40280", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds heterogeneous config plumbing, while the other adds broader heterogeneous model/runtime support on top of that. They share config-side files, but the change scopes and concrete code paths differ.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change and is the better representative of the overall heterogeneous feature work, but PR #45333 is a distinct foundational config-only PR rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the larger end-to-end feature area (config plus modeling/cache/masking integration).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 is focused on per-layer configuration plumbing, while 45332 extends heterogeneous behavior into modeling/cache/masking paths. They are adjacent feature work, not the same concrete bug or change, and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "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": "f81d57aecd248ab4d08eb88fdfb0fa87e1139d36ee789b6c4ca26ec475a83685", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repo-wide type-checking sweep and config tweak, while #45425 adds specific typing helpers/protocols around model_utils/PEFT integration. They are related work, not the same underlying change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change, touching many files and adding the type-checking policy update; it is the better canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the most representative PR in the set because it covers the wider type-checking enablement effort, whereas #45425 is a narrower typing refinement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: one is a broad type-checking rollout across many transformers files plus pyproject policy changes, the other is a targeted typing cleanup for model_utils/PEFT-related protocols. They are not the same concrete bug or fix and would not plausibly be 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": 29, + "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": "ecb604bdc3ffb9dc8e4342521b67278f0c6bef963deb93f09597658b4d72fa85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests fixing different cache/seq_len bugs in different model families: one for Qwen/OLMo hybrid linear attention, the other for Mamba2 use_cache behavior. They are not duplicate fixes and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the cleaner standalone candidate: it has an explicit tracking issue, a narrowly scoped fix for `use_cache` when `seq_len > 1`, and a focused test update. PR #45513 is broader and spans multiple model files, but it addresses a different bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and different failure modes: Qwen/OLMo hybrid cached multi-token forward vs Mamba2 `use_cache` with `seq_len > 1`. They do not look like the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 29, + "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": "3cf6f1c53ebf90ec013edeb9274e417ada6436105398aff6824d344f2536eb48", + "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 PRs share the EP/loading theme, but they target different failure modes and code paths: one is about accelerate/ZeRO-3 loading and config serialization, the other about FSDP2 expert parameters being overwritten after rank-0 broadcast.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster: it fixes a concrete expert-parallel loading corruption in the core parameter-loading path, with a focused code change around post-shard wrapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best fit as the cluster representative because it addresses a specific runtime bug in model loading rather than a broader EP-related setup/serialization concern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548 (Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch)", + "right": "pull_request:45662 (Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast)", + "accept": false, + "reason": "Not the same underlying bug: #45548 handles accelerate/ZeRO-3 loading and config serialization (including distributed_config/has_ep), while #45662 fixes FSDP2 expert params being overwritten in the parameter-loading path via post_shard_wrap." + } + ] + }, + "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": 29, + "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": "9cebc2bb33415f00e8e9e0e249a14b2264076694fe9f66dbabf63f621461215b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision in captured_info/debug logging. PR #45645 is the broader, more complete change, adding the CI/workflow handling needed to consume multiple captured_info files, so it is the better canonical PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the more comprehensive implementation of the xdist-safe captured_info fix, covering both the code-path change and the CI artifact handling needed for it.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the full fix because it handles the artifact collision in testing_utils and updates the workflow to read the new per-worker logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They target the same xdist/captured_info collision and share the same issue target. #45645 extends the same code-path fix with CI log aggregation, so these look like one underlying change rather than 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": 25, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "cbaa824399f93778facdbcba11cdbf4f4eb2781994d76cf35d6ccb6fbf44b81b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all linter/rule work in transformers, but they address different rules and different concrete code paths. I do not see a true duplicate pair here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR is present; #46023 is the best cluster representative because it is a concrete, narrowly scoped rule-16 fix with clearer implementation detail than the more documentation-heavy rule additions.", + "best_issue_reason": null, + "best_pr_reason": "#46023 is the best standalone PR in this set to surface as the representative linter change, since it has a specific code-path fix and broader review signal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: #45720 implements TRF003 for tuple-return behavior in model forward methods, while #46259 adds TRF018 for image/video processor flag consumption. Shared linter/docs files are incidental." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both are modeling-rule work, but they target different rules and different bugs: rule 16 about dead do_* flags in preprocess overrides versus rule 18. This is not the same fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "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": 27, + "component_count": 29, + "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": "f7eb27ed6fe85eda899e026fba127176a98de33f8ec6a8ee9bd2e1649ac05df1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about adding `attn_implementation=\"sdpa\"` support, but they target different model families and code paths, so they are related work rather than duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the broadest of the set, covering multiple speech/sequence models and associated tests, so it is the most representative single PR for the shared SDPA-dispatch theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Different model implementations (CTRL vs T5) with separate SDPA dispatch paths; same feature theme but not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These touch unrelated model families (CTRL vs wav2vec2/SeamlessM4T) and distinct attention code paths, so they are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA support, but for different architectures and files; this is a shared initiative, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 29, + "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": "2d51c14fd13be327413e579de1f445fc4e68d8347b1fca46b8f1c1472aaf1bc8", + "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": "Both items are distributed-training PRs, but they are not the same change: #46126 is a focused EP/router + Trainer integration PR, while #46269 is a broad distributed base branch touching many unrelated distributed/FSDP/MoE files. The shared filenames are too generic to treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more focused, concrete change set centered on expert-parallel/router behavior and Trainer integration; it reads like a single fix/feature rather than a broad branch base.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR candidate because it targets a specific code path and is narrowly scoped, whereas #46269 is a wide integration branch with many unrelated distributed changes and is not a clean duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed/tensor-parallel files, but #46126 is a specific EP/router integration PR and #46269 is a broad distributed base branch spanning many subsystems. They do not appear to fix the same concrete bug/change and would not plausibly merge 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": 29, + "component_count": 29, + "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": "c33ce98b3b4f356199de4d832cdb4f7c0e15b3b05f7cc5c1a06469f62784064c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about replacing direct source-file opening with safer source introspection, but they touch different modules and different behaviors: one is in `import_utils` around package traversal, the other is in `modeling_utils` for attention-implementation detection. They are thematically related, but not the same fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the clearer standalone change: it targets one concrete code path (`_can_set_attn_implementation`), has tests, and the title matches the implementation change directly.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best representative of this cluster because it has the most specific bug fix and the strongest evidence of correctness via tests; PR 46152 is a separate refactor in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad theme (avoid `open()` on source), but different files, different helper logic, and different runtime behavior; they 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 + } + ] +} diff --git a/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/manifest.json b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..73cd356d9919ed64e4a614e66aa7dd0e6828fb98 --- /dev/null +++ b/snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260530t060026z", + "artifacts": { + "hybrid": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-30T06:08:10Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260530T060026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260530T060026Z/manifest.json b/snapshots/20260530T060026Z/manifest.json index 2dfb573e1dd4ee0bd2fa6f8c71f8f611a8a438fb..53ceb760673562b17d0ce142ed3ab34663d71ae0 100644 --- a/snapshots/20260530T060026Z/manifest.json +++ b/snapshots/20260530T060026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 72 }, "extracted_at": "2026-05-30T06:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260530t060026z", + "runs": { + "hybrid-model-20260530t060026z": { + "analysis_id": "hybrid-model-20260530t060026z", + "artifacts": { + "hybrid": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260530T060026Z/analysis-runs/hybrid-model-20260530t060026z/manifest.json", + "model": null, + "published_at": "2026-05-30T06:08:10Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260530T060026Z", "watermark": {